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What is inside our full-text articles,
and how do we improve access to it?
Or: Stories, that persuade with data.


Biocreative III Publishers Panel
September 13, 2010

Anita de Waard, a.dewaard@elsevier.com
Disruptive Technologies Director, Elsevier Labs
Model of a paper: “Scientific articles are stories...
The Story of Goldilocks              Story        Grammar     Paper              The AXH Domain of Ataxin-1 Mediates
and the Three Bears                                                              Neurodegeneration through Its Interaction with Gfi-1/
                                                                                 Senseless Proteins
Once upon a time                     Time         Setting     Background         The mechanisms mediating SCA1 pathogenesis are still not fully
                                                                                 understood, but some general principles have emerged.
a little girl named Goldilocks       Characters               Objects of study   the Drosophila Atx-1 homolog (dAtx-1) which lacks a polyQ tract,

She went for a walk in the    Location                        Experimental       studied and compared in vivo effects and interactions to those of
forest. Pretty soon, she came                                 setup              the human protein
upon a house.
She knocked and, when no one Goal                 Theme       Research           Gain insight into how Atx-1's function contributes to SCA1
answered,                                                     goal               pathogenesis. How these interactions might contribute to the
                                                                                 disease process and how they might cause toxicity in only a subse
she walked right in.                                                             of neurons play a role in the regulation of gene expression
                                                                                 Atx-1 may in SCA1 is not fully understood.
                                     Attempt                  Hypothesis

At the table in the kitchen, there Name           Episode 1   Name               dAtX-1 and hAtx-1 Induce Similar Phenotypes When
were three bowls of porridge.                                                    Overexpressed in Files
Goldilocks was hungry.               Subgoal                  Subgoal            test the function of the AXH domain
She tasted the porridge from         Attempt                  Method             overexpressed dAtx-1 in flies using the GAL4/UAS system (Brand
the first bowl.                                                                  and Perrimon, 1993) and compared its effects to those of hAtx-1.
This porridge is too hot! she        Outcome                  Results            Overexpression of dAtx-1 by Rhodopsin1(Rh1)-GAL4, which drive
exclaimed.                                                                       expression in the differentiated R1-R6 photoreceptor cells
                                                                                 (Mollereau et al., 2000 and O'Tousa et al., 1985), results in
                                                                                 neurodegeneration in the eye, as does overexpression of hAtx-1
                                                                                 [82Q]. Although at 2 days after eclosion, overexpression of either
So, she tasted the porridge          Activity                 Data               (data not shown),
                                                                                 Atx-1 does not show obvious morphological changes in the
from the second bowl.                                                            photoreceptor cells
This porridge is too cold, she       Outcome                  Results            both genotypes show many large holes and loss of cell integrity at
said                                                                             28 days
So, she tasted the last bowl of       Activity                Data               (Figures 1B-1D).
porridge.
Ahhh, this porridge is just right,   Outcome                  Results            Overexpression of dAtx-1 using the GMR-GAL4 driver also induce
she said happily and                                                             eye abnormalities. The external structures of the eyes that
                        2                                                        overexpress dAtx-1 show disorganized ommatidia and loss of
she ate it all up.                                            Data               interommatidial bristles
                                                                                 (Figure 1F),
Model of a paper: “Scientific articles are stories...
The Story of Goldilocks              Story        Grammar     Paper              The AXH Domain of Ataxin-1 Mediates
and the Three Bears                                                              Neurodegeneration through Its Interaction with Gfi-1/
                                                                                 Senseless Proteins
Once upon a time                     Time         Setting     Background         The mechanisms mediating SCA1 pathogenesis are still not fully
                                                                                 understood, but some general principles have emerged.
a little girl named Goldilocks       Characters               Objects of study   the Drosophila Atx-1 homolog (dAtx-1) which lacks a polyQ tract,

She went for a walk in the    Location                        Experimental       studied and compared in vivo effects and interactions to those of
forest. Pretty soon, she came                                 setup              the human protein
upon a house.
She knocked and, when no one Goal                 Theme       Research           Gain insight into how Atx-1's function contributes to SCA1
answered,                                                     goal               pathogenesis. How these interactions might contribute to the
                                                                                 disease process and how they might cause toxicity in only a subse
she walked right in.                                                             of neurons play a role in the regulation of gene expression
                                                                                 Atx-1 may in SCA1 is not fully understood.
                                     Attempt                  Hypothesis

At the table in the kitchen, there Name           Episode 1   Name               dAtX-1 and hAtx-1 Induce Similar Phenotypes When
were three bowls of porridge.                                                    Overexpressed in Files
Goldilocks was hungry.               Subgoal                  Subgoal            test the function of the AXH domain
She tasted the porridge from         Attempt                  Method             overexpressed dAtx-1 in flies using the GAL4/UAS system (Brand
the first bowl.                                                                  and Perrimon, 1993) and compared its effects to those of hAtx-1.
This porridge is too hot! she        Outcome                  Results            Overexpression of dAtx-1 by Rhodopsin1(Rh1)-GAL4, which drive
exclaimed.                                                                       expression in the differentiated R1-R6 photoreceptor cells
                                                                                 (Mollereau et al., 2000 and O'Tousa et al., 1985), results in
                                                                                 neurodegeneration in the eye, as does overexpression of hAtx-1
                                                                                 [82Q]. Although at 2 days after eclosion, overexpression of either
So, she tasted the porridge          Activity                 Data               (data not shown),
                                                                                 Atx-1 does not show obvious morphological changes in the
from the second bowl.                                                            photoreceptor cells
This porridge is too cold, she       Outcome                  Results            both genotypes show many large holes and loss of cell integrity at
said                                                                             28 days
So, she tasted the last bowl of       Activity                Data               (Figures 1B-1D).
porridge.
Ahhh, this porridge is just right,   Outcome                  Results            Overexpression of dAtx-1 using the GMR-GAL4 driver also induce
she said happily and                                                             eye abnormalities. The external structures of the eyes that
                        2                                                        overexpress dAtx-1 show disorganized ommatidia and loss of
she ate it all up.                                            Data               interommatidial bristles
                                                                                 (Figure 1F),
“...that persuade (editors/authors/readers!)...”




      3
“...that persuade (editors/authors/readers!)...”

Aristotle Quintilian                                                                          Scientific Paper

                         The introduction of a speech, where one announces the
            Introduction subject and purpose of the discourse, and where one usually          Introduction:
prooimion   / exordium   employs the persuasive appeal to ethos in order to                   positioning
                         establish credibility with the audience.


            Statement of The speaker here provides a narrative account of what has            Introduction: research
prothesis   Facts/narratio happened and generally explains the nature of the case.            question

            Summary/      The propositio provides a brief summary of what one is about
            propostitio   to speak on, or concisely puts forth the charges or accusation.     Summary of contents

                          The main body of the speech where one offers logical
            Proof/
pistis      confirmatio
                          arguments as proof. The appeal to logos is emphasized               Results
                          here.

            Refutation/   As the name connotes, this section of a speech was devoted to
            refutatio     answering the counterarguments of one's opponent.                   Related Work

                          Following the refutatio and concluding the classical oration, the
                                                                                              Discussion: summary,
epilogos    peroratio     peroratio conventionally employed appeals through
                3         pathos, and often included a summing up.                            implications.
“...that persuade (editors/authors/readers!)...”

Aristotle Quintilian                                                                          Scientific Paper

                         The introduction of a speech, where one announces the
            Introduction subject and purpose of the discourse, and where one usually          Introduction:
prooimion   / exordium   employs the persuasive appeal to ethos in order to                   positioning
                         establish credibility with the audience.


            Statement of The speaker here provides a narrative account of what has            Introduction: research
prothesis   Facts/narratio happened and generally explains the nature of the case.            question

            Summary/      The propositio provides a brief summary of what one is about
            propostitio   to speak on, or concisely puts forth the charges or accusation.     Summary of contents

                          The main body of the speech where one offers logical
            Proof/
pistis      confirmatio
                          arguments as proof. The appeal to logos is emphasized               Results
                          here.

            Refutation/   As the name connotes, this section of a speech was devoted to
            refutatio     answering the counterarguments of one's opponent.                   Related Work

                          Following the refutatio and concluding the classical oration, the
                                                                                              Discussion: summary,
epilogos    peroratio     peroratio conventionally employed appeals through
                3         pathos, and often included a summing up.                            implications.
“... with data.”




      4
“... with data.”




      4
“... with data.”




      4
So how do we improve access to these?




     5
So how do we improve access to these?
1.1. Better access to ‘story’ elements:




       5
So how do we improve access to these?
1.1. Better access to ‘story’ elements:
• Learn from Fairy Tale annotation/Proppian Markup?




       5
So how do we improve access to these?
1.1. Better access to ‘story’ elements:
• Learn from Fairy Tale annotation/Proppian Markup?




       5
So how do we improve access to these?
1.1. Better access to ‘story’ elements:
• Learn from Fairy Tale annotation/Proppian Markup?




       5
So how do we improve access to these?
1.1. Better access to ‘story’ elements:
• Learn from Fairy Tale annotation/Proppian Markup?
• W3C HCLS SiG Scientific discourse structure:




       5
So how do we improve access to these?
1.1. Better access to ‘story’ elements:
• Learn from Fairy Tale annotation/Proppian Markup?
• W3C HCLS SiG Scientific discourse structure:




       5
1.2. Element access through Linked Data:
1.2. Element access through Linked Data:




 <ce:section id=#123>
1.2. Element access through Linked Data:




                        this says
 <ce:section id=#123>               mice like cheese
1.2. Element access through Linked Data:




                                        said @anita
                                    on September 8, 2010




                        this says
 <ce:section id=#123>                 mice like cheese
1.2. Element access through Linked Data:

                                            but we all know
                                          she was wrong then


                                        said @anita
                                    on September 8, 2010




                        this says
 <ce:section id=#123>                 mice like cheese
1.2. Element access through Linked Data:
 the xml is fixed, but the structure is open!
                                                               but we all know
                                                             she was wrong then


                                                           said @anita
                                                       on September 8, 2010




                                           this says
 <ce:section id=#123>                                    mice like cheese
1.2. Element access through Linked Data:
 the xml is fixed, but the structure is open!    allows for layers of annotation
                                                                 but we all know
                                                               she was wrong then


                                                            said @anita
                                                        on September 8, 2010




                                           this says
 <ce:section id=#123>                                      mice like cheese
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
 nonseminomas share features with ES cells. To
 exclude that the detection of miR-371-3 merely
 reflects its expression pattern in ES cells, we tested
 by RPA miR-302a-d, another ES cells-specific
 miRNA cluster (Suh et al, 2004). In many of the
 miR-371-3 expressing seminomas and
 nonseminomas, miR-302a-d was undetectable (Figs
 S7 and S8), suggesting that miR-371-3 expression
 is a selective event during tumorigenesis.




           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that
  miR-371-3 expression is a selective event during
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of                    Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that
  miR-371-3 expression is a selective event during
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of                    Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that
  miR-371-3 expression is a selective event during
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of                    Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m              Method
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that
  miR-371-3 expression is a selective event during
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of                    Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m              Method
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression               Result
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that
  miR-371-3 expression is a selective event during
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of                    Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m              Method
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression               Result
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that
  miR-371-3 expression is a selective event during
                                                            Implication
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of                    Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the                                            Goal
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m              Method
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression               Result
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that
  miR-371-3 expression is a selective event during
                                                            Implication
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:

 Both seminomas and the EC component of
  Both seminomas and the EC component of                    Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the                                            Goal
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m              Method
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression               Result
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that                                           Reg-Implication
  miR-371-3 expression is a selective event during
                                                            Implication
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:
                                                                      Conceptual
 Both seminomas and the EC component of
  Both seminomas and the EC component of                              knowledge
                                                            Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the                                            Goal
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m              Method
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression               Result
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that                                           Reg-Implication
  miR-371-3 expression is a selective event during
                                                            Implication
  tumorigenesis.


           7
2.1. Improve access to persuasive elements:
 Identify key rhetorical elements in scientific text:
                                                                      Conceptual
 Both seminomas and the EC component of
  Both seminomas and the EC component of                              knowledge
                                                            Fact
 nonseminomas share features with ES cells.
  nonseminomas share features with ES cells. To
 exclude thatthat detection of miR-371-3 merely
  To exclude the                                            Goal
 reflects its expression pattern in ES cells,reflects its
  the detection of miR-371-3 merely we tested               Hypothesis
 by RPA miR-302a-d, another ES cells-specific
  expression pattern in ES cells,
 miRNA cluster RPA miR-302a-d, another ES cells-
  we tested by (Suh et al, 2004). In many of the
 m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d
  specific 1 - 3 e cluster i n g s al, i n o m              Method
                                                                Experimental
 nonseminomas, miR-302a-d was undetectable (Figs
  In many of the miR-371-3 expressing seminomas
                                                                    Evidence
 S7 and S8), suggesting that miR-371-3undetectable
  and nonseminomas, miR-302a-d was expression               Result
 is a selective event during tumorigenesis.
  (Figs S7 and S8),
  suggesting that                                           Reg-Implication
  miR-371-3 expression is a selective event during
                                                            Implication
  tumorigenesis.


           7
2.2. Realms in experimental discourse
2.2. Realms in experimental discourse



 (1) Both seminomas        (2) b. the detection of
 and the EC component      miR-371-3 merely
 of nonseminomas share     reflects its expression
 features with ES cells.   pattern in ES cells,
2.2. Realms in experimental discourse



 (1) Both seminomas             (2) b. the detection of
 and the EC component           miR-371-3 merely
 of nonseminomas share          reflects its expression
 features with ES cells.        pattern in ES cells,




       (2) a. To exclude that
2.2. Realms in experimental discourse



 (1) Both seminomas             (2) b. the detection of
 and the EC component           miR-371-3 merely
 of nonseminomas share          reflects its expression
 features with ES cells.        pattern in ES cells,




       (2) a. To exclude that




             (2) c. we tested by RPA                  (3) a. In many of the miR-371-3
             miR-302a-d, another ES                   expressing seminomas and
             cells-specific miRNA cluster             nonseminomas, miR-302a-d was
             (Suh et al, 2004).                       undetectable (Figs S7 and S8),
2.2. Realms in experimental discourse



 (1) Both seminomas             (2) b. the detection of
 and the EC component           miR-371-3 merely
 of nonseminomas share          reflects its expression
 features with ES cells.        pattern in ES cells,




       (2) a. To exclude that                                            (3) b. suggesting that




             (2) c. we tested by RPA                  (3) a. In many of the miR-371-3
             miR-302a-d, another ES                   expressing seminomas and
             cells-specific miRNA cluster             nonseminomas, miR-302a-d was
             (Suh et al, 2004).                       undetectable (Figs S7 and S8),
2.2. Realms in experimental discourse



 (1) Both seminomas             (2) b. the detection of                  (3) c. miR-371-3
 and the EC component           miR-371-3 merely                         expression is a
 of nonseminomas share          reflects its expression                  selective event during
 features with ES cells.        pattern in ES cells,                     tumorigenesis.




       (2) a. To exclude that                                            (3) b. suggesting that




             (2) c. we tested by RPA                  (3) a. In many of the miR-371-3
             miR-302a-d, another ES                   expressing seminomas and
             cells-specific miRNA cluster             nonseminomas, miR-302a-d was
             (Suh et al, 2004).                       undetectable (Figs S7 and S8),
2.2. Realms in experimental discourse

                                Concepts, models, ‘facts’

 (1) Both seminomas             (2) b. the detection of                  (3) c. miR-371-3
 and the EC component           miR-371-3 merely                         expression is a
 of nonseminomas share          reflects its expression                  selective event during
 features with ES cells.        pattern in ES cells,                     tumorigenesis.




       (2) a. To exclude that                                            (3) b. suggesting that




             (2) c. we tested by RPA                  (3) a. In many of the miR-371-3
             miR-302a-d, another ES                   expressing seminomas and
             cells-specific miRNA cluster             nonseminomas, miR-302a-d was
             (Suh et al, 2004).                       undetectable (Figs S7 and S8),
2.2. Realms in experimental discourse

                                Concepts, models, ‘facts’

 (1) Both seminomas             (2) b. the detection of                  (3) c. miR-371-3
 and the EC component           miR-371-3 merely                         expression is a
 of nonseminomas share          reflects its expression                  selective event during
 features with ES cells.        pattern in ES cells,                     tumorigenesis.




       (2) a. To exclude that                                            (3) b. suggesting that




             (2) c. we tested by RPA                  (3) a. In many of the miR-371-3
             miR-302a-d, another ES                   expressing seminomas and
             cells-specific miRNA cluster             nonseminomas, miR-302a-d was
             (Suh et al, 2004).                       undetectable (Figs S7 and S8),


                                        Experiment
2.2. Realms in experimental discourse

                                Concepts, models, ‘facts’

 (1) Both seminomas             (2) b. the detection of                  (3) c. miR-371-3
 and the EC component           miR-371-3 merely                         expression is a
 of nonseminomas share          reflects its expression                  selective event during
 features with ES cells.        pattern in ES cells,                     tumorigenesis.




       (2) a. To exclude that               Transitions                  (3) b. suggesting that




             (2) c. we tested by RPA                  (3) a. In many of the miR-371-3
             miR-302a-d, another ES                   expressing seminomas and
             cells-specific miRNA cluster             nonseminomas, miR-302a-d was
             (Suh et al, 2004).                       undetectable (Figs S7 and S8),


                                        Experiment
2.3. Hypotheses, Evidence and Relationships:




        9
2.3. Hypotheses, Evidence and Relationships:




        9
2.3. Hypotheses, Evidence and Relationships:




        9
2.3. Hypotheses, Evidence and Relationships:




        9
2.3. Hypotheses, Evidence and Relationships:




        9
2.3. Hypotheses, Evidence and Relationships:


    Hypothesis 22: Intramembrenous Aβ dimer may be toxic.
    Derived from: POSTAT_CONTRIBUTION(This essay explores the possibility that a
    fraction of these Abeta peptides never leave the membrane lipid bilayer after they are
    generated, but instead exert their toxic effects by competing with and compromising
    the functions of intramembranous segments of membrane-bound proteins that serve
    many critical functions.




            9
2.3. Hypotheses, Evidence and Relationships:




        9
2.3. Hypotheses, Evidence and Relationships:

 •   Collective of groups working on representing scientific text as
     – discourse elements
     – linked by rhetorical relationships
     – connected to data




              9
2.3. Hypotheses, Evidence and Relationships:

 •   Collective of groups working on representing scientific text as
     – discourse elements
     – linked by rhetorical relationships
     – connected to data
 •   Current efforts:
     – W3C HCLS SiG: development of a Rhetorical Document Structure
     – Unification of ScholOnto, CiTO, SWAN, SALT relations




             9
2.3. Hypotheses, Evidence and Relationships:

 •   Collective of groups working on representing scientific text as
     – discourse elements
     – linked by rhetorical relationships
     – connected to data
 •   Current efforts:
     – W3C HCLS SiG: development of a Rhetorical Document Structure
     – Unification of ScholOnto, CiTO, SWAN, SALT relations
 •   Developing an Annotation Framework with Harvard/MGH:
     – Access to collection of full-text content on Alzheimer’s
     – Allow standoff annotation through Harvard’s Annotation Ontology
     – Run several hypothesis/event identification tools - access through
       U-Compare, UMIA, SciKnowMine
     – Allow layering of annotations
     – Test with users in Alzheimer community!


              9
2.4. Three dimensions of annotation:




         measure
2.4. Three dimensions of annotation:




         measure
2.4. Three dimensions of annotation:
Granularity
  collection

  document
      claim

      triple

     entity
              measure
2.4. Three dimensions of annotation:
Granularity
  collection

  document
      claim

      triple

     entity
              measure

Means   manual

   semi-automated

automated
2.4. Three dimensions of annotation:
Granularity
  collection

  document
      claim

      triple

     entity                                                           Mome
              measure author/editor typesetter/production reader/curator/data m

Means   manual

   semi-automated

automated
2.4. Three dimensions of annotation:
Granularity
  collection

  document
      claim

      triple

     entity                                                           Mome
              measure author/editor typesetter/production reader/curator/data m

Means   manual                                            Entity Markup

   semi-automated

automated
2.4. Three dimensions of annotation:
Granularity
  collection

  document
      claim

      triple                  Hypothesis markup
     entity                                                           Mome
              measure author/editor typesetter/production reader/curator/data m

Means   manual                                            Entity Markup

   semi-automated

automated
2.4. Three dimensions of annotation:
Granularity
  collection

  document
      claim

      triple                  Hypothesis markup
     entity                                                           Mome
              measure author/editor typesetter/production reader/curator/data m

Means   manual                                            Entity Markup

   semi-automated

automated
3.1. Research data
3.1. Research data




   ... gets created...
3.1. Research data




   ... gets created...   ... and destroyed!
3.2. Data-driven papers?   Work done with Ed Hovy, Phil Bourne,
                           Gully Burns and Cartic Ramakrishnan
3.2. Data-driven papers?                                          Work done with Ed Hovy, Phil Bourne,
                                                                  Gully Burns and Cartic Ramakrishnan

                                                 1. Research: Each item in the system has metadata
                        metadata                 (including provenance) and relations to other data items
                                   metadata      added to it.

       metadata




             metadata

                                      metadata
3.2. Data-driven papers?                                          Work done with Ed Hovy, Phil Bourne,
                                                                  Gully Burns and Cartic Ramakrishnan

                                                 1. Research: Each item in the system has metadata
                        metadata                 (including provenance) and relations to other data items
                                   metadata      added to it.
                                                 2. Workflow: All data items created in the lab are added
       metadata
                                                 to a (lab-owned) workflow system.




             metadata

                                      metadata
3.2. Data-driven papers?                                                           Work done with Ed Hovy, Phil Bourne,
                                                                                   Gully Burns and Cartic Ramakrishnan

                                                                  1. Research: Each item in the system has metadata
                                         metadata                 (including provenance) and relations to other data items
                                                    metadata      added to it.
                                                                  2. Workflow: All data items created in the lab are added
             metadata
                                                                  to a (lab-owned) workflow system.
                                                                  3. Authoring: A paper is written in an authoring tool which
                                                                  can pull data with provenance from the workflow tool in the
                                                                  appropriate representation into the document.

                    metadata

                                                       metadata




     Rats were subjected to two
     grueling tests
     (click on fig 2 to see underlying
     data). These results suggest that
     the neurological pain pro-
3.2. Data-driven papers?                                                             Work done with Ed Hovy, Phil Bourne,
                                                                                     Gully Burns and Cartic Ramakrishnan

                                                                    1. Research: Each item in the system has metadata
                                           metadata                 (including provenance) and relations to other data items
                                                      metadata      added to it.
                                                                    2. Workflow: All data items created in the lab are added
               metadata
                                                                    to a (lab-owned) workflow system.
                                                                    3. Authoring: A paper is written in an authoring tool which
                                                                    can pull data with provenance from the workflow tool in the
                                                                    appropriate representation into the document.

                      metadata                                      4. Editing and review: Once the co-authors agree, the
                                                                    paper is ‘exposed’ to the editors, who in turn expose it to
                                                         metadata   reviewers. Reports are stored in the authoring/editing
                                                                    system, the paper gets updated, until it is validated.




       Rats were subjected to two
       grueling tests
       (click on fig 2 to see underlying
       data). These results suggest that
       the neurological pain pro-



    Review
                                   Revise
                    Edit
3.2. Data-driven papers?                                                             Work done with Ed Hovy, Phil Bourne,
                                                                                     Gully Burns and Cartic Ramakrishnan

                                                                    1. Research: Each item in the system has metadata
                                           metadata                 (including provenance) and relations to other data items
                                                      metadata      added to it.
                                                                    2. Workflow: All data items created in the lab are added
               metadata
                                                                    to a (lab-owned) workflow system.
                                                                    3. Authoring: A paper is written in an authoring tool which
                                                                    can pull data with provenance from the workflow tool in the
                                                                    appropriate representation into the document.

                      metadata                                      4. Editing and review: Once the co-authors agree, the
                                                                    paper is ‘exposed’ to the editors, who in turn expose it to
                                                         metadata   reviewers. Reports are stored in the authoring/editing
                                                                    system, the paper gets updated, until it is validated.
                                                                    5. Publishing and distribution: When a paper is
                                                                    published, a collection of validated information is
                                                                    exposed to the world. It remains connected to its related
       Rats were subjected to two
                                                                    data item, and its heritage can be traced.
       grueling tests
       (click on fig 2 to see underlying
       data). These results suggest that
       the neurological pain pro-



    Review
                                   Revise
                    Edit
3.2. Data-driven papers?                                                             Work done with Ed Hovy, Phil Bourne,
                                                                                     Gully Burns and Cartic Ramakrishnan

                                                                    1. Research: Each item in the system has metadata
                                           metadata                 (including provenance) and relations to other data items
                                                      metadata      added to it.
                                                                    2. Workflow: All data items created in the lab are added
               metadata
                                                                    to a (lab-owned) workflow system.
                                                                    3. Authoring: A paper is written in an authoring tool which
                                                                    can pull data with provenance from the workflow tool in the
                                                                    appropriate representation into the document.

                      metadata                                      4. Editing and review: Once the co-authors agree, the
                                                                    paper is ‘exposed’ to the editors, who in turn expose it to
                                                         metadata   reviewers. Reports are stored in the authoring/editing
                                                                    system, the paper gets updated, until it is validated.
                                                                    5. Publishing and distribution: When a paper is
                                                                    published, a collection of validated information is
                                                                    exposed to the world. It remains connected to its related
       Rats were subjected to two
                                                                    data item, and its heritage can be traced.
       grueling tests
       (click on fig 2 to see underlying
                                                                    6. User applications: distributed applications run on this
       data). These results suggest that                            ‘exposed data’ universe.
       the neurological pain pro-


                                                                                   Some other publisher
    Review
                                   Revise
                    Edit
3.3. Small step: ScienceDirect app store
3.4. Social Change! Some next steps:
3.4. Social Change! Some next steps:
3.4. Social Change! Some next steps:

• January 2011: ‘Beyond the PDF’ workshop, Phil Bourne:
 linking data to papers; develop virtual community around
 that
3.4. Social Change! Some next steps:

• January 2011: ‘Beyond the PDF’ workshop, Phil Bourne:
  linking data to papers; develop virtual community around
  that
• June 2011: ‘Executable Paper Challenge’ @ ICCS:
  ask computer scientists to submit ideas for ‘executable
  papers’ - embedded code or data
3.4. Social Change! Some next steps:

• January 2011: ‘Beyond the PDF’ workshop, Phil Bourne:
  linking data to papers; develop virtual community around
  that
• June 2011: ‘Executable Paper Challenge’ @ ICCS:
  ask computer scientists to submit ideas for ‘executable
  papers’ - embedded code or data
• August 2011: Dagstuhl Workshop ‘Future of Research
  Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard):
3.4. Social Change! Some next steps:

• January 2011: ‘Beyond the PDF’ workshop, Phil Bourne:
  linking data to papers; develop virtual community around
  that
• June 2011: ‘Executable Paper Challenge’ @ ICCS:
  ask computer scientists to submit ideas for ‘executable
  papers’ - embedded code or data
• August 2011: Dagstuhl Workshop ‘Future of Research
  Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard):
   –Involve key parties (scientists, publishers, funding
     bodies, libraries) to map out main bottlenecks
3.4. Social Change! Some next steps:

• January 2011: ‘Beyond the PDF’ workshop, Phil Bourne:
  linking data to papers; develop virtual community around
  that
• June 2011: ‘Executable Paper Challenge’ @ ICCS:
  ask computer scientists to submit ideas for ‘executable
  papers’ - embedded code or data
• August 2011: Dagstuhl Workshop ‘Future of Research
  Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard):
   –Involve key parties (scientists, publishers, funding
     bodies, libraries) to map out main bottlenecks
   –Write white paper
3.4. Social Change! Some next steps:

• January 2011: ‘Beyond the PDF’ workshop, Phil Bourne:
  linking data to papers; develop virtual community around
  that
• June 2011: ‘Executable Paper Challenge’ @ ICCS:
  ask computer scientists to submit ideas for ‘executable
  papers’ - embedded code or data
• August 2011: Dagstuhl Workshop ‘Future of Research
  Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard):
   –Involve key parties (scientists, publishers, funding
     bodies, libraries) to map out main bottlenecks
   –Write white paper
   –Implement?!
Questions? Interested in collaboration?



            a.dewaard@elsevier.com

          http://elsatglabs.com/labs/anita




     15

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Stories that persuade editors with data

  • 1. What is inside our full-text articles, and how do we improve access to it? Or: Stories, that persuade with data. Biocreative III Publishers Panel September 13, 2010 Anita de Waard, a.dewaard@elsevier.com Disruptive Technologies Director, Elsevier Labs
  • 2. Model of a paper: “Scientific articles are stories... The Story of Goldilocks Story Grammar Paper The AXH Domain of Ataxin-1 Mediates and the Three Bears Neurodegeneration through Its Interaction with Gfi-1/ Senseless Proteins Once upon a time Time Setting Background The mechanisms mediating SCA1 pathogenesis are still not fully understood, but some general principles have emerged. a little girl named Goldilocks Characters Objects of study the Drosophila Atx-1 homolog (dAtx-1) which lacks a polyQ tract, She went for a walk in the Location Experimental studied and compared in vivo effects and interactions to those of forest. Pretty soon, she came setup the human protein upon a house. She knocked and, when no one Goal Theme Research Gain insight into how Atx-1's function contributes to SCA1 answered, goal pathogenesis. How these interactions might contribute to the disease process and how they might cause toxicity in only a subse she walked right in. of neurons play a role in the regulation of gene expression Atx-1 may in SCA1 is not fully understood. Attempt Hypothesis At the table in the kitchen, there Name Episode 1 Name dAtX-1 and hAtx-1 Induce Similar Phenotypes When were three bowls of porridge. Overexpressed in Files Goldilocks was hungry. Subgoal Subgoal test the function of the AXH domain She tasted the porridge from Attempt Method overexpressed dAtx-1 in flies using the GAL4/UAS system (Brand the first bowl. and Perrimon, 1993) and compared its effects to those of hAtx-1. This porridge is too hot! she Outcome Results Overexpression of dAtx-1 by Rhodopsin1(Rh1)-GAL4, which drive exclaimed. expression in the differentiated R1-R6 photoreceptor cells (Mollereau et al., 2000 and O'Tousa et al., 1985), results in neurodegeneration in the eye, as does overexpression of hAtx-1 [82Q]. Although at 2 days after eclosion, overexpression of either So, she tasted the porridge Activity Data (data not shown), Atx-1 does not show obvious morphological changes in the from the second bowl. photoreceptor cells This porridge is too cold, she Outcome Results both genotypes show many large holes and loss of cell integrity at said 28 days So, she tasted the last bowl of  Activity Data (Figures 1B-1D). porridge. Ahhh, this porridge is just right, Outcome Results Overexpression of dAtx-1 using the GMR-GAL4 driver also induce she said happily and eye abnormalities. The external structures of the eyes that 2 overexpress dAtx-1 show disorganized ommatidia and loss of she ate it all up.   Data interommatidial bristles (Figure 1F),
  • 3. Model of a paper: “Scientific articles are stories... The Story of Goldilocks Story Grammar Paper The AXH Domain of Ataxin-1 Mediates and the Three Bears Neurodegeneration through Its Interaction with Gfi-1/ Senseless Proteins Once upon a time Time Setting Background The mechanisms mediating SCA1 pathogenesis are still not fully understood, but some general principles have emerged. a little girl named Goldilocks Characters Objects of study the Drosophila Atx-1 homolog (dAtx-1) which lacks a polyQ tract, She went for a walk in the Location Experimental studied and compared in vivo effects and interactions to those of forest. Pretty soon, she came setup the human protein upon a house. She knocked and, when no one Goal Theme Research Gain insight into how Atx-1's function contributes to SCA1 answered, goal pathogenesis. How these interactions might contribute to the disease process and how they might cause toxicity in only a subse she walked right in. of neurons play a role in the regulation of gene expression Atx-1 may in SCA1 is not fully understood. Attempt Hypothesis At the table in the kitchen, there Name Episode 1 Name dAtX-1 and hAtx-1 Induce Similar Phenotypes When were three bowls of porridge. Overexpressed in Files Goldilocks was hungry. Subgoal Subgoal test the function of the AXH domain She tasted the porridge from Attempt Method overexpressed dAtx-1 in flies using the GAL4/UAS system (Brand the first bowl. and Perrimon, 1993) and compared its effects to those of hAtx-1. This porridge is too hot! she Outcome Results Overexpression of dAtx-1 by Rhodopsin1(Rh1)-GAL4, which drive exclaimed. expression in the differentiated R1-R6 photoreceptor cells (Mollereau et al., 2000 and O'Tousa et al., 1985), results in neurodegeneration in the eye, as does overexpression of hAtx-1 [82Q]. Although at 2 days after eclosion, overexpression of either So, she tasted the porridge Activity Data (data not shown), Atx-1 does not show obvious morphological changes in the from the second bowl. photoreceptor cells This porridge is too cold, she Outcome Results both genotypes show many large holes and loss of cell integrity at said 28 days So, she tasted the last bowl of  Activity Data (Figures 1B-1D). porridge. Ahhh, this porridge is just right, Outcome Results Overexpression of dAtx-1 using the GMR-GAL4 driver also induce she said happily and eye abnormalities. The external structures of the eyes that 2 overexpress dAtx-1 show disorganized ommatidia and loss of she ate it all up.   Data interommatidial bristles (Figure 1F),
  • 5. “...that persuade (editors/authors/readers!)...” Aristotle Quintilian Scientific Paper The introduction of a speech, where one announces the Introduction subject and purpose of the discourse, and where one usually Introduction: prooimion / exordium employs the persuasive appeal to ethos in order to positioning establish credibility with the audience. Statement of The speaker here provides a narrative account of what has Introduction: research prothesis Facts/narratio happened and generally explains the nature of the case. question Summary/ The propositio provides a brief summary of what one is about   propostitio to speak on, or concisely puts forth the charges or accusation. Summary of contents The main body of the speech where one offers logical Proof/ pistis confirmatio arguments as proof. The appeal to logos is emphasized Results here. Refutation/ As the name connotes, this section of a speech was devoted to   refutatio answering the counterarguments of one's opponent. Related Work Following the refutatio and concluding the classical oration, the Discussion: summary, epilogos peroratio  peroratio conventionally employed appeals through 3 pathos, and often included a summing up. implications.
  • 6. “...that persuade (editors/authors/readers!)...” Aristotle Quintilian Scientific Paper The introduction of a speech, where one announces the Introduction subject and purpose of the discourse, and where one usually Introduction: prooimion / exordium employs the persuasive appeal to ethos in order to positioning establish credibility with the audience. Statement of The speaker here provides a narrative account of what has Introduction: research prothesis Facts/narratio happened and generally explains the nature of the case. question Summary/ The propositio provides a brief summary of what one is about   propostitio to speak on, or concisely puts forth the charges or accusation. Summary of contents The main body of the speech where one offers logical Proof/ pistis confirmatio arguments as proof. The appeal to logos is emphasized Results here. Refutation/ As the name connotes, this section of a speech was devoted to   refutatio answering the counterarguments of one's opponent. Related Work Following the refutatio and concluding the classical oration, the Discussion: summary, epilogos peroratio  peroratio conventionally employed appeals through 3 pathos, and often included a summing up. implications.
  • 10. So how do we improve access to these? 5
  • 11. So how do we improve access to these? 1.1. Better access to ‘story’ elements: 5
  • 12. So how do we improve access to these? 1.1. Better access to ‘story’ elements: • Learn from Fairy Tale annotation/Proppian Markup? 5
  • 13. So how do we improve access to these? 1.1. Better access to ‘story’ elements: • Learn from Fairy Tale annotation/Proppian Markup? 5
  • 14. So how do we improve access to these? 1.1. Better access to ‘story’ elements: • Learn from Fairy Tale annotation/Proppian Markup? 5
  • 15. So how do we improve access to these? 1.1. Better access to ‘story’ elements: • Learn from Fairy Tale annotation/Proppian Markup? • W3C HCLS SiG Scientific discourse structure: 5
  • 16. So how do we improve access to these? 1.1. Better access to ‘story’ elements: • Learn from Fairy Tale annotation/Proppian Markup? • W3C HCLS SiG Scientific discourse structure: 5
  • 17. 1.2. Element access through Linked Data:
  • 18. 1.2. Element access through Linked Data: <ce:section id=#123>
  • 19. 1.2. Element access through Linked Data: this says <ce:section id=#123> mice like cheese
  • 20. 1.2. Element access through Linked Data: said @anita on September 8, 2010 this says <ce:section id=#123> mice like cheese
  • 21. 1.2. Element access through Linked Data: but we all know she was wrong then said @anita on September 8, 2010 this says <ce:section id=#123> mice like cheese
  • 22. 1.2. Element access through Linked Data: the xml is fixed, but the structure is open! but we all know she was wrong then said @anita on September 8, 2010 this says <ce:section id=#123> mice like cheese
  • 23. 1.2. Element access through Linked Data: the xml is fixed, but the structure is open! allows for layers of annotation but we all know she was wrong then said @anita on September 8, 2010 this says <ce:section id=#123> mice like cheese
  • 24. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of nonseminomas share features with ES cells. To exclude that the detection of miR-371-3 merely reflects its expression pattern in ES cells, we tested by RPA miR-302a-d, another ES cells-specific miRNA cluster (Suh et al, 2004). In many of the miR-371-3 expressing seminomas and nonseminomas, miR-302a-d was undetectable (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during tumorigenesis. 7
  • 25. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during tumorigenesis. 7
  • 26. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during tumorigenesis. 7
  • 27. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during tumorigenesis. 7
  • 28. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m Method nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during tumorigenesis. 7
  • 29. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m Method nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression Result is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during tumorigenesis. 7
  • 30. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m Method nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression Result is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during Implication tumorigenesis. 7
  • 31. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the Goal reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m Method nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression Result is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that miR-371-3 expression is a selective event during Implication tumorigenesis. 7
  • 32. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Both seminomas and the EC component of Both seminomas and the EC component of Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the Goal reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m Method nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression Result is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that Reg-Implication miR-371-3 expression is a selective event during Implication tumorigenesis. 7
  • 33. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Conceptual Both seminomas and the EC component of Both seminomas and the EC component of knowledge Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the Goal reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m Method nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression Result is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that Reg-Implication miR-371-3 expression is a selective event during Implication tumorigenesis. 7
  • 34. 2.1. Improve access to persuasive elements: Identify key rhetorical elements in scientific text: Conceptual Both seminomas and the EC component of Both seminomas and the EC component of knowledge Fact nonseminomas share features with ES cells. nonseminomas share features with ES cells. To exclude thatthat detection of miR-371-3 merely To exclude the Goal reflects its expression pattern in ES cells,reflects its the detection of miR-371-3 merely we tested Hypothesis by RPA miR-302a-d, another ES cells-specific expression pattern in ES cells, miRNA cluster RPA miR-302a-d, another ES cells- we tested by (Suh et al, 2004). In many of the m i R - 3 7 miRNAx p r e s s(Suh et e m2004). a s a n d specific 1 - 3 e cluster i n g s al, i n o m Method Experimental nonseminomas, miR-302a-d was undetectable (Figs In many of the miR-371-3 expressing seminomas Evidence S7 and S8), suggesting that miR-371-3undetectable and nonseminomas, miR-302a-d was expression Result is a selective event during tumorigenesis. (Figs S7 and S8), suggesting that Reg-Implication miR-371-3 expression is a selective event during Implication tumorigenesis. 7
  • 35. 2.2. Realms in experimental discourse
  • 36. 2.2. Realms in experimental discourse (1) Both seminomas (2) b. the detection of and the EC component miR-371-3 merely of nonseminomas share reflects its expression features with ES cells. pattern in ES cells,
  • 37. 2.2. Realms in experimental discourse (1) Both seminomas (2) b. the detection of and the EC component miR-371-3 merely of nonseminomas share reflects its expression features with ES cells. pattern in ES cells, (2) a. To exclude that
  • 38. 2.2. Realms in experimental discourse (1) Both seminomas (2) b. the detection of and the EC component miR-371-3 merely of nonseminomas share reflects its expression features with ES cells. pattern in ES cells, (2) a. To exclude that (2) c. we tested by RPA (3) a. In many of the miR-371-3 miR-302a-d, another ES expressing seminomas and cells-specific miRNA cluster nonseminomas, miR-302a-d was (Suh et al, 2004). undetectable (Figs S7 and S8),
  • 39. 2.2. Realms in experimental discourse (1) Both seminomas (2) b. the detection of and the EC component miR-371-3 merely of nonseminomas share reflects its expression features with ES cells. pattern in ES cells, (2) a. To exclude that (3) b. suggesting that (2) c. we tested by RPA (3) a. In many of the miR-371-3 miR-302a-d, another ES expressing seminomas and cells-specific miRNA cluster nonseminomas, miR-302a-d was (Suh et al, 2004). undetectable (Figs S7 and S8),
  • 40. 2.2. Realms in experimental discourse (1) Both seminomas (2) b. the detection of (3) c. miR-371-3 and the EC component miR-371-3 merely expression is a of nonseminomas share reflects its expression selective event during features with ES cells. pattern in ES cells, tumorigenesis. (2) a. To exclude that (3) b. suggesting that (2) c. we tested by RPA (3) a. In many of the miR-371-3 miR-302a-d, another ES expressing seminomas and cells-specific miRNA cluster nonseminomas, miR-302a-d was (Suh et al, 2004). undetectable (Figs S7 and S8),
  • 41. 2.2. Realms in experimental discourse Concepts, models, ‘facts’ (1) Both seminomas (2) b. the detection of (3) c. miR-371-3 and the EC component miR-371-3 merely expression is a of nonseminomas share reflects its expression selective event during features with ES cells. pattern in ES cells, tumorigenesis. (2) a. To exclude that (3) b. suggesting that (2) c. we tested by RPA (3) a. In many of the miR-371-3 miR-302a-d, another ES expressing seminomas and cells-specific miRNA cluster nonseminomas, miR-302a-d was (Suh et al, 2004). undetectable (Figs S7 and S8),
  • 42. 2.2. Realms in experimental discourse Concepts, models, ‘facts’ (1) Both seminomas (2) b. the detection of (3) c. miR-371-3 and the EC component miR-371-3 merely expression is a of nonseminomas share reflects its expression selective event during features with ES cells. pattern in ES cells, tumorigenesis. (2) a. To exclude that (3) b. suggesting that (2) c. we tested by RPA (3) a. In many of the miR-371-3 miR-302a-d, another ES expressing seminomas and cells-specific miRNA cluster nonseminomas, miR-302a-d was (Suh et al, 2004). undetectable (Figs S7 and S8), Experiment
  • 43. 2.2. Realms in experimental discourse Concepts, models, ‘facts’ (1) Both seminomas (2) b. the detection of (3) c. miR-371-3 and the EC component miR-371-3 merely expression is a of nonseminomas share reflects its expression selective event during features with ES cells. pattern in ES cells, tumorigenesis. (2) a. To exclude that Transitions (3) b. suggesting that (2) c. we tested by RPA (3) a. In many of the miR-371-3 miR-302a-d, another ES expressing seminomas and cells-specific miRNA cluster nonseminomas, miR-302a-d was (Suh et al, 2004). undetectable (Figs S7 and S8), Experiment
  • 44. 2.3. Hypotheses, Evidence and Relationships: 9
  • 45. 2.3. Hypotheses, Evidence and Relationships: 9
  • 46. 2.3. Hypotheses, Evidence and Relationships: 9
  • 47. 2.3. Hypotheses, Evidence and Relationships: 9
  • 48. 2.3. Hypotheses, Evidence and Relationships: 9
  • 49. 2.3. Hypotheses, Evidence and Relationships: Hypothesis 22: Intramembrenous Aβ dimer may be toxic. Derived from: POSTAT_CONTRIBUTION(This essay explores the possibility that a fraction of these Abeta peptides never leave the membrane lipid bilayer after they are generated, but instead exert their toxic effects by competing with and compromising the functions of intramembranous segments of membrane-bound proteins that serve many critical functions. 9
  • 50. 2.3. Hypotheses, Evidence and Relationships: 9
  • 51. 2.3. Hypotheses, Evidence and Relationships: • Collective of groups working on representing scientific text as – discourse elements – linked by rhetorical relationships – connected to data 9
  • 52. 2.3. Hypotheses, Evidence and Relationships: • Collective of groups working on representing scientific text as – discourse elements – linked by rhetorical relationships – connected to data • Current efforts: – W3C HCLS SiG: development of a Rhetorical Document Structure – Unification of ScholOnto, CiTO, SWAN, SALT relations 9
  • 53. 2.3. Hypotheses, Evidence and Relationships: • Collective of groups working on representing scientific text as – discourse elements – linked by rhetorical relationships – connected to data • Current efforts: – W3C HCLS SiG: development of a Rhetorical Document Structure – Unification of ScholOnto, CiTO, SWAN, SALT relations • Developing an Annotation Framework with Harvard/MGH: – Access to collection of full-text content on Alzheimer’s – Allow standoff annotation through Harvard’s Annotation Ontology – Run several hypothesis/event identification tools - access through U-Compare, UMIA, SciKnowMine – Allow layering of annotations – Test with users in Alzheimer community! 9
  • 54. 2.4. Three dimensions of annotation: measure
  • 55. 2.4. Three dimensions of annotation: measure
  • 56. 2.4. Three dimensions of annotation: Granularity collection document claim triple entity measure
  • 57. 2.4. Three dimensions of annotation: Granularity collection document claim triple entity measure Means manual semi-automated automated
  • 58. 2.4. Three dimensions of annotation: Granularity collection document claim triple entity Mome measure author/editor typesetter/production reader/curator/data m Means manual semi-automated automated
  • 59. 2.4. Three dimensions of annotation: Granularity collection document claim triple entity Mome measure author/editor typesetter/production reader/curator/data m Means manual Entity Markup semi-automated automated
  • 60. 2.4. Three dimensions of annotation: Granularity collection document claim triple Hypothesis markup entity Mome measure author/editor typesetter/production reader/curator/data m Means manual Entity Markup semi-automated automated
  • 61. 2.4. Three dimensions of annotation: Granularity collection document claim triple Hypothesis markup entity Mome measure author/editor typesetter/production reader/curator/data m Means manual Entity Markup semi-automated automated
  • 63. 3.1. Research data ... gets created...
  • 64. 3.1. Research data ... gets created... ... and destroyed!
  • 65. 3.2. Data-driven papers? Work done with Ed Hovy, Phil Bourne, Gully Burns and Cartic Ramakrishnan
  • 66. 3.2. Data-driven papers? Work done with Ed Hovy, Phil Bourne, Gully Burns and Cartic Ramakrishnan 1. Research: Each item in the system has metadata metadata (including provenance) and relations to other data items metadata added to it. metadata metadata metadata
  • 67. 3.2. Data-driven papers? Work done with Ed Hovy, Phil Bourne, Gully Burns and Cartic Ramakrishnan 1. Research: Each item in the system has metadata metadata (including provenance) and relations to other data items metadata added to it. 2. Workflow: All data items created in the lab are added metadata to a (lab-owned) workflow system. metadata metadata
  • 68. 3.2. Data-driven papers? Work done with Ed Hovy, Phil Bourne, Gully Burns and Cartic Ramakrishnan 1. Research: Each item in the system has metadata metadata (including provenance) and relations to other data items metadata added to it. 2. Workflow: All data items created in the lab are added metadata to a (lab-owned) workflow system. 3. Authoring: A paper is written in an authoring tool which can pull data with provenance from the workflow tool in the appropriate representation into the document. metadata metadata Rats were subjected to two grueling tests (click on fig 2 to see underlying data). These results suggest that the neurological pain pro-
  • 69. 3.2. Data-driven papers? Work done with Ed Hovy, Phil Bourne, Gully Burns and Cartic Ramakrishnan 1. Research: Each item in the system has metadata metadata (including provenance) and relations to other data items metadata added to it. 2. Workflow: All data items created in the lab are added metadata to a (lab-owned) workflow system. 3. Authoring: A paper is written in an authoring tool which can pull data with provenance from the workflow tool in the appropriate representation into the document. metadata 4. Editing and review: Once the co-authors agree, the paper is ‘exposed’ to the editors, who in turn expose it to metadata reviewers. Reports are stored in the authoring/editing system, the paper gets updated, until it is validated. Rats were subjected to two grueling tests (click on fig 2 to see underlying data). These results suggest that the neurological pain pro- Review Revise Edit
  • 70. 3.2. Data-driven papers? Work done with Ed Hovy, Phil Bourne, Gully Burns and Cartic Ramakrishnan 1. Research: Each item in the system has metadata metadata (including provenance) and relations to other data items metadata added to it. 2. Workflow: All data items created in the lab are added metadata to a (lab-owned) workflow system. 3. Authoring: A paper is written in an authoring tool which can pull data with provenance from the workflow tool in the appropriate representation into the document. metadata 4. Editing and review: Once the co-authors agree, the paper is ‘exposed’ to the editors, who in turn expose it to metadata reviewers. Reports are stored in the authoring/editing system, the paper gets updated, until it is validated. 5. Publishing and distribution: When a paper is published, a collection of validated information is exposed to the world. It remains connected to its related Rats were subjected to two data item, and its heritage can be traced. grueling tests (click on fig 2 to see underlying data). These results suggest that the neurological pain pro- Review Revise Edit
  • 71. 3.2. Data-driven papers? Work done with Ed Hovy, Phil Bourne, Gully Burns and Cartic Ramakrishnan 1. Research: Each item in the system has metadata metadata (including provenance) and relations to other data items metadata added to it. 2. Workflow: All data items created in the lab are added metadata to a (lab-owned) workflow system. 3. Authoring: A paper is written in an authoring tool which can pull data with provenance from the workflow tool in the appropriate representation into the document. metadata 4. Editing and review: Once the co-authors agree, the paper is ‘exposed’ to the editors, who in turn expose it to metadata reviewers. Reports are stored in the authoring/editing system, the paper gets updated, until it is validated. 5. Publishing and distribution: When a paper is published, a collection of validated information is exposed to the world. It remains connected to its related Rats were subjected to two data item, and its heritage can be traced. grueling tests (click on fig 2 to see underlying 6. User applications: distributed applications run on this data). These results suggest that ‘exposed data’ universe. the neurological pain pro- Some other publisher Review Revise Edit
  • 72. 3.3. Small step: ScienceDirect app store
  • 73. 3.4. Social Change! Some next steps:
  • 74. 3.4. Social Change! Some next steps:
  • 75. 3.4. Social Change! Some next steps: • January 2011: ‘Beyond the PDF’ workshop, Phil Bourne: linking data to papers; develop virtual community around that
  • 76. 3.4. Social Change! Some next steps: • January 2011: ‘Beyond the PDF’ workshop, Phil Bourne: linking data to papers; develop virtual community around that • June 2011: ‘Executable Paper Challenge’ @ ICCS: ask computer scientists to submit ideas for ‘executable papers’ - embedded code or data
  • 77. 3.4. Social Change! Some next steps: • January 2011: ‘Beyond the PDF’ workshop, Phil Bourne: linking data to papers; develop virtual community around that • June 2011: ‘Executable Paper Challenge’ @ ICCS: ask computer scientists to submit ideas for ‘executable papers’ - embedded code or data • August 2011: Dagstuhl Workshop ‘Future of Research Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard):
  • 78. 3.4. Social Change! Some next steps: • January 2011: ‘Beyond the PDF’ workshop, Phil Bourne: linking data to papers; develop virtual community around that • June 2011: ‘Executable Paper Challenge’ @ ICCS: ask computer scientists to submit ideas for ‘executable papers’ - embedded code or data • August 2011: Dagstuhl Workshop ‘Future of Research Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard): –Involve key parties (scientists, publishers, funding bodies, libraries) to map out main bottlenecks
  • 79. 3.4. Social Change! Some next steps: • January 2011: ‘Beyond the PDF’ workshop, Phil Bourne: linking data to papers; develop virtual community around that • June 2011: ‘Executable Paper Challenge’ @ ICCS: ask computer scientists to submit ideas for ‘executable papers’ - embedded code or data • August 2011: Dagstuhl Workshop ‘Future of Research Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard): –Involve key parties (scientists, publishers, funding bodies, libraries) to map out main bottlenecks –Write white paper
  • 80. 3.4. Social Change! Some next steps: • January 2011: ‘Beyond the PDF’ workshop, Phil Bourne: linking data to papers; develop virtual community around that • June 2011: ‘Executable Paper Challenge’ @ ICCS: ask computer scientists to submit ideas for ‘executable papers’ - embedded code or data • August 2011: Dagstuhl Workshop ‘Future of Research Communications’ (Ed Hovy, Ivan Herman, Tim Clark, Anita de Waard): –Involve key parties (scientists, publishers, funding bodies, libraries) to map out main bottlenecks –Write white paper –Implement?!
  • 81. Questions? Interested in collaboration? a.dewaard@elsevier.com http://elsatglabs.com/labs/anita 15