{"id":"W4394691142","doi":"10.1371/journal.pone.0300207","title":"Gender trends in match rate to surgical specialties in Canada: A retrospective study from 2003–2022","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen's University; McMaster University; McGill University Health Centre; University of Calgary; University of British Columbia","funders":"","keywords":"Medicine; Orthopedic surgery; Specialty; Otorhinolaryngology; Psychological intervention; Gender disparity; Internal medicine; Surgery; Demography; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001041272,0.0003042404,0.0005049076,0.002655617,0.002172702,0.00113959,0.001221012,0.0004448247,0.001639719],"category_scores_gemma":[0.00249061,0.0003786626,0.0006793134,0.006796279,0.0006502012,0.0004995636,0.00104636,0.0007035016,0.0003811994],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02033887,"about_ca_system_score_gemma":0.02791213,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9814134,"about_ca_topic_score_gemma":0.9835634,"domain_scores_codex":[0.9980731,0.00007452087,0.0001417002,0.0003025579,0.0007819249,0.000626114],"domain_scores_gemma":[0.9969741,0.00009658663,0.0008274459,0.00008260294,0.001404539,0.0006147373],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003417571,0.00001239437,0.9973496,0.00002703096,0.00002706807,0.00004041914,0.0002601884,0.00002634288,0.00005274355,0.00002448939,0.0008212074,0.001324348],"study_design_scores_gemma":[0.000001926488,0.00001604742,0.9981718,0.00002706575,0.00001529216,0.00005097238,0.0008460945,0.00009858202,0.00003875915,0.000006590949,0.0007216561,0.00000511421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754567,0.001097784,0.0001792172,0.0003612573,0.00002607759,0.0001015527,0.01961801,0.00002953383,0.003129786],"genre_scores_gemma":[0.9943689,0.0005964341,0.0001429503,0.000203335,0.000008096192,0.00005014067,0.004023362,0.000009764846,0.0005971745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9989587,"threshold_uncertainty_score":0.1475695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06858851978673658,"score_gpt":0.2770076215108416,"score_spread":0.208419101724105,"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."}}