{"id":"W7110886135","doi":"10.1371/journal.pone.0334134.s001","title":"Total number of applications to each specialty.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anesthesiology; Orthopedic surgery; Public health; Retrospective cohort study; Clinical Practice; Medical school; Neuropathology; Sports medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001655396,0.0004106111,0.000359319,0.005708147,0.001071337,0.001082129,0.001217001,0.000358948,0.02295791],"category_scores_gemma":[0.009114563,0.0002296739,0.0006883768,0.007828104,0.000368394,0.0004037753,0.001114226,0.0006783007,0.00761351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006377515,"about_ca_system_score_gemma":0.01210458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.542608,"about_ca_topic_score_gemma":0.6245028,"domain_scores_codex":[0.9958555,0.0003103017,0.0003974531,0.0004234949,0.002250409,0.0007628315],"domain_scores_gemma":[0.9930063,0.0005225387,0.001734918,0.0001953082,0.002656414,0.00188439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003368864,0.0001146287,0.6535856,0.001515314,0.0002500374,0.0002187352,0.0007756805,0.0005668534,0.0009432989,0.001726727,0.2358901,0.1040761],"study_design_scores_gemma":[0.00002672706,0.00007850927,0.8750455,0.000179877,0.00004514118,0.0002162899,0.0006086433,0.0004518194,0.0002248647,0.0001825606,0.122915,0.00002503114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.3175258,0.004763662,0.00195217,0.005449599,0.00109264,0.0008205558,0.5515941,0.001190133,0.1156113],"genre_scores_gemma":[0.7530045,0.004639012,0.00505162,0.002418462,0.0007758599,0.0008898095,0.1870679,0.0001872935,0.0459655],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.542608,"threshold_uncertainty_score":0.9201713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03812117018554105,"score_gpt":0.3446523433312541,"score_spread":0.306531173145713,"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."}}