Line plots of performance metrics across TFIDF conditions.
<p>Mean (y-axis) of recall, precision, and F1-score (as labelled) of all testers, for each clinicopathologic finding (key), across the four TFIDF conditions (x-axis) tested in a pilot test of the application, DEE, designed for extraction of necropsy data from the Wildbase Pathology Register.&l...
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2025
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| _version_ | 1849927628037816320 |
|---|---|
| author | Stefan Saverimuttu (20882325) |
| author2 | Kate McInnes (7520158) Kristin Warren (3339657) Lian Yeap (21221659) Stuart Hunter (2498485) Brett Gartrell (6325817) An Pas (12001965) James Chatterton (20347204) Bethany Jackson (3339660) |
| author2_role | author author author author author author author author |
| author_facet | Stefan Saverimuttu (20882325) Kate McInnes (7520158) Kristin Warren (3339657) Lian Yeap (21221659) Stuart Hunter (2498485) Brett Gartrell (6325817) An Pas (12001965) James Chatterton (20347204) Bethany Jackson (3339660) |
| author_role | author |
| dc.creator.none.fl_str_mv | Stefan Saverimuttu (20882325) Kate McInnes (7520158) Kristin Warren (3339657) Lian Yeap (21221659) Stuart Hunter (2498485) Brett Gartrell (6325817) An Pas (12001965) James Chatterton (20347204) Bethany Jackson (3339660) |
| dc.date.none.fl_str_mv | 2025-11-25T18:30:44Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pone.0337720.g005 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/figure/Line_plots_of_performance_metrics_across_TFIDF_conditions_/30714050 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Ecology Information Systems not elsewhere classified wildlife necropsy data wildbase pathology register study evaluates part score &# 8212 pilot study highlights one health objectives limited terminological variance examine ), designed driven misclassification patterns consuming process poses analysed alongside tester 63 &# 8211 terminological variance may efficiently derive insights text clinical data search term selection efficient data retrieval four clinicopathologic findings highest performance scores scores across knowledge retrieval extracting insights efficient utilisation clinicopathologic finding tested findings findings reveal findings characterized xlink "> valuable resources results highlight relatively simple rapid analysis principals underlying mining approaches mining application may describe manual review external oiling diphtheritic stomatitis broader implementation bespoke text based text automatically capture application testers advancing conservation |
| dc.title.none.fl_str_mv | Line plots of performance metrics across TFIDF conditions. |
| dc.type.none.fl_str_mv | Image Figure info:eu-repo/semantics/publishedVersion image |
| description | <p>Mean (y-axis) of recall, precision, and F1-score (as labelled) of all testers, for each clinicopathologic finding (key), across the four TFIDF conditions (x-axis) tested in a pilot test of the application, DEE, designed for extraction of necropsy data from the Wildbase Pathology Register.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_ab9c3b06f03992bf1a2d13fe2ccbc345 |
| identifier_str_mv | 10.1371/journal.pone.0337720.g005 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/30714050 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Line plots of performance metrics across TFIDF conditions.Stefan Saverimuttu (20882325)Kate McInnes (7520158)Kristin Warren (3339657)Lian Yeap (21221659)Stuart Hunter (2498485)Brett Gartrell (6325817)An Pas (12001965)James Chatterton (20347204)Bethany Jackson (3339660)EcologyInformation Systems not elsewhere classifiedwildlife necropsy datawildbase pathology registerstudy evaluates partscore &# 8212pilot study highlightsone health objectiveslimited terminological varianceexamine ), designeddriven misclassification patternsconsuming process posesanalysed alongside tester63 &# 8211terminological variance mayefficiently derive insightstext clinical datasearch term selectionefficient data retrievalfour clinicopathologic findingshighest performance scoresscores acrossknowledge retrievalextracting insightsefficient utilisationclinicopathologic findingtested findingsfindings revealfindings characterizedxlink ">valuable resourcesresults highlightrelatively simplerapid analysisprincipals underlyingmining approachesmining applicationmay describemanual reviewexternal oilingdiphtheritic stomatitisbroader implementationbespoke textbased textautomatically captureapplication testersadvancing conservation<p>Mean (y-axis) of recall, precision, and F1-score (as labelled) of all testers, for each clinicopathologic finding (key), across the four TFIDF conditions (x-axis) tested in a pilot test of the application, DEE, designed for extraction of necropsy data from the Wildbase Pathology Register.</p>2025-11-25T18:30:44ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0337720.g005https://figshare.com/articles/figure/Line_plots_of_performance_metrics_across_TFIDF_conditions_/30714050CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/307140502025-11-25T18:30:44Z |
| spellingShingle | Line plots of performance metrics across TFIDF conditions. Stefan Saverimuttu (20882325) Ecology Information Systems not elsewhere classified wildlife necropsy data wildbase pathology register study evaluates part score &# 8212 pilot study highlights one health objectives limited terminological variance examine ), designed driven misclassification patterns consuming process poses analysed alongside tester 63 &# 8211 terminological variance may efficiently derive insights text clinical data search term selection efficient data retrieval four clinicopathologic findings highest performance scores scores across knowledge retrieval extracting insights efficient utilisation clinicopathologic finding tested findings findings reveal findings characterized xlink "> valuable resources results highlight relatively simple rapid analysis principals underlying mining approaches mining application may describe manual review external oiling diphtheritic stomatitis broader implementation bespoke text based text automatically capture application testers advancing conservation |
| status_str | publishedVersion |
| title | Line plots of performance metrics across TFIDF conditions. |
| title_full | Line plots of performance metrics across TFIDF conditions. |
| title_fullStr | Line plots of performance metrics across TFIDF conditions. |
| title_full_unstemmed | Line plots of performance metrics across TFIDF conditions. |
| title_short | Line plots of performance metrics across TFIDF conditions. |
| title_sort | Line plots of performance metrics across TFIDF conditions. |
| topic | Ecology Information Systems not elsewhere classified wildlife necropsy data wildbase pathology register study evaluates part score &# 8212 pilot study highlights one health objectives limited terminological variance examine ), designed driven misclassification patterns consuming process poses analysed alongside tester 63 &# 8211 terminological variance may efficiently derive insights text clinical data search term selection efficient data retrieval four clinicopathologic findings highest performance scores scores across knowledge retrieval extracting insights efficient utilisation clinicopathologic finding tested findings findings reveal findings characterized xlink "> valuable resources results highlight relatively simple rapid analysis principals underlying mining approaches mining application may describe manual review external oiling diphtheritic stomatitis broader implementation bespoke text based text automatically capture application testers advancing conservation |