{"id":"W2889155419","doi":"10.1186/s41073-018-0050-6","title":"Beyond sex and gender difference in funding and reporting of health research","year":2018,"lang":"en","type":"article","venue":"Research Integrity and Peer Review","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Institute of Gender and Health; Secretaría de Estado de Investigación, Desarrollo e Innovación; Narodowe Centrum Badań i Rozwoju; Medical Research Council; National Institutes of Health; Latvijas Zinātnes Padome; Vlaamse regering; Norges Forskningsråd; Agentúra na Podporu Výskumu a Vývoja; Danmarks Frie Forskningsfond; Centre National de la Recherche Scientifique; Lietuvos Mokslo Taryba; Hrvatska Zaklada za Znanost; Vetenskapsrådet; Canadian Institutes of Health Research; Fonds Wetenschappelijk Onderzoek; Ministero dell’Istruzione, dell’Università e della Ricerca; Academy of Finland; Eesti Teadusagentuur; Rannís; Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii; Irish Research Council; Malta Council for Science and Technology; Icelandic Centre for Research; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Javna Agencija za Raziskovalno Dejavnost RS; Hungarian Scientific Research Fund; Fonds De La Recherche Scientifique - FNRS; Research Councils UK; Grantová Agentura České Republiky; Israel Science Foundation; Research Promotion Foundation; Fonds National de la Recherche Luxembourg; Deutsche Forschungsgemeinschaft; National Science Foundation; Science Foundation Ireland; Fundação para a Ciência e a Tecnologia; ZonMw; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; Agence Nationale de la Recherche","keywords":"Inclusion (mineral); Scholarship; Gender analysis; Publishing; Consistency (knowledge bases); Political science; Inclusion–exclusion principle; Public relations; Psychology; Sociology; Gender studies; Politics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06375729,0.000113042,0.0007420391,0.0003128755,0.0003027917,0.00003595084,0.00008876848,0.0001207574,0.0000626972],"category_scores_gemma":[0.01714023,0.00008364515,0.00002977636,0.0006598042,0.0006964489,0.00005799414,0.0002445354,0.00206242,0.000003011215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000867024,"about_ca_system_score_gemma":0.0005411853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226506,"about_ca_topic_score_gemma":0.0003476905,"domain_scores_codex":[0.9945359,0.001708518,0.001156333,0.0005180872,0.001400259,0.0006808722],"domain_scores_gemma":[0.9964603,0.000915144,0.0002084289,0.0003835001,0.001646646,0.000386004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006602052,0.00009412259,0.3369202,0.05190286,0.00002941747,0.00004876747,0.006643769,2.133809e-9,0.0002144499,0.005000188,0.005637007,0.5934432],"study_design_scores_gemma":[0.0009281524,0.002079568,0.8698893,0.02704053,0.00002009586,0.0007152119,0.007311414,0.0001369185,0.0002912221,0.03162391,0.0597176,0.000246102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5703246,0.3700323,0.00001179087,0.05245512,0.00004816234,0.001345429,0.0000102876,0.00001277493,0.005759608],"genre_scores_gemma":[0.8548428,0.142864,0.0003169177,0.0005024335,0.0001102901,0.0000285949,0.000009847171,0.00001062913,0.001314487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5931971,"threshold_uncertainty_score":0.9911388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.839745605306376,"score_gpt":0.6353264997642469,"score_spread":0.2044191055421291,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}