{"id":"W3210822465","doi":"10.1136/bmjopen-2021-050322","title":"Gender differences in faculty rank among academic physicians: a systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"BMJ Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canadian Society for Vascular Surgery","keywords":"Medicine; Meta-analysis; MEDLINE; PsycINFO; Subgroup analysis; Data extraction; Meta-regression; Random effects model; Family medicine; Publication bias; Specialty; Systematic review; Demography; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.007332432,0.0003202993,0.009983869,0.0001688373,0.0002020915,0.0002904996,0.00207486,0.0002918541,0.0008040576],"category_scores_gemma":[0.0008607749,0.0002090747,0.001417265,0.00184875,0.0002351549,0.0003023523,0.000707602,0.000494128,0.000031801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008733147,"about_ca_system_score_gemma":0.0003581621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398044,"about_ca_topic_score_gemma":0.002071888,"domain_scores_codex":[0.9941256,0.003033678,0.0009174127,0.0005404682,0.001090562,0.0002922713],"domain_scores_gemma":[0.9981459,0.0003656128,0.0008036881,0.0004654326,0.0001037247,0.0001156689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[5.104731e-7,0.00002303375,0.00008858264,0.9109202,0.07878567,0.00004451613,0.003363688,6.138007e-8,4.444506e-10,0.000612863,0.00312229,0.003038591],"study_design_scores_gemma":[0.00006005382,0.000004440951,0.00002249045,0.1192244,0.8304176,0.000001206748,0.006132443,2.949091e-7,1.55023e-9,0.00003494632,0.04380263,0.000299427],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.453701e-7,0.9817393,0.00000475143,0.0004328989,0.00004206408,0.01322363,0.00009317214,0.00001129243,0.004452177],"genre_scores_gemma":[0.00001004521,0.9909217,0.00002329604,0.001028072,0.00004169713,0.00226092,0.0001091165,0.000009129241,0.005595993],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7916958,"threshold_uncertainty_score":0.8803867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5398284524090137,"score_gpt":0.5194442754307984,"score_spread":0.02038417697821526,"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."}}