Figure 1 Schematic representation of the valuerecommendation approach

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Figure 1 Schematic representation of the value-recommendation approach. Here, a user has entered values

Figure 1 Schematic representation of the value-recommendation approach. Here, a user has entered values for a new. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 2 Example of rule extraction and rule-matching process for ontology-based values. From top

Figure 2 Example of rule extraction and rule-matching process for ontology-based values. From top to bottom, the. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 4 Screenshot of the Metadata Editor for the ‘Experiment’ template showing a list

Figure 4 Screenshot of the Metadata Editor for the ‘Experiment’ template showing a list of valid values for the. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 3 Screenshot of the Template Designer showing the creation of an ‘Experiment’ template

Figure 3 Screenshot of the Template Designer showing the creation of an ‘Experiment’ template with five fields: ‘sex’, . . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 5 Architecture and workflow of CEDAR's Value Recommender service. Metadata authors use the

Figure 5 Architecture and workflow of CEDAR's Value Recommender service. Metadata authors use the Metadata Editor to. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 6 Example of a generated association rule stored in Elasticsearch. The rule is

Figure 6 Example of a generated association rule stored in Elasticsearch. The rule is represented as a JSON document. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 7 Screenshot of the CEDAR Metadata Editor showing recommended values for a particular

Figure 7 Screenshot of the CEDAR Metadata Editor showing recommended values for a particular target field. In this. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 8 Steps in the evaluation pipeline. (i) NCBI Bio. Sample and EBI Bio.

Figure 8 Steps in the evaluation pipeline. (i) NCBI Bio. Sample and EBI Bio. Samples dataset download; (ii) template. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 9 MRR for CEDAR's Value Recommender (‘solid lines’) and for the baseline (‘dotted

Figure 9 MRR for CEDAR's Value Recommender (‘solid lines’) and for the baseline (‘dotted lines’) using text-based. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.

Figure 10 MRR provided by the baseline and by CEDAR's Value Recommender for the

Figure 10 MRR provided by the baseline and by CEDAR's Value Recommender for the fields used in our evaluation (‘cell. . . Database (Oxford), Volume 2019, , 2019, baz 059, https: //doi. org/10. 1093/database/baz 059 The content of this slide may be subject to copyright: please see the slide notes for details.