{"id":"W4205575440","doi":"10.2196/33592","title":"Influence of Factors Relating to Sex and Gender on Rank List Decisions and Perceptions of Residency Training: Survey Study","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Affect (linguistics); Rank (graph theory); Perception; Psychology; Personality; Likert scale; Family medicine; Medicine; Medical education; Social psychology; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002526242,0.00004466289,0.0001181735,0.0001079157,0.0004163306,0.000009557401,0.0001702452,0.00003911722,0.0004517632],"category_scores_gemma":[0.006382583,0.00004234922,0.00001319722,0.0003399145,0.0002120881,0.00006208219,0.00008660358,0.0001697641,5.567757e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004356074,"about_ca_system_score_gemma":0.000760195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00438119,"about_ca_topic_score_gemma":0.001293282,"domain_scores_codex":[0.9980623,0.0004665304,0.0001778413,0.0001441816,0.001058115,0.00009099235],"domain_scores_gemma":[0.998773,0.0007713127,0.00006486929,0.00009078432,0.0000954925,0.0002045885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001335946,0.0002481283,0.5853642,0.000005129532,0.000005956937,3.454423e-7,0.4067464,0.00001189835,0.00001593667,0.0006173942,0.001436667,0.005534612],"study_design_scores_gemma":[0.0001098532,0.0001312852,0.6419533,0.0000198558,0.000007456191,2.280801e-7,0.3573079,0.000001948273,3.782118e-7,0.0002501899,0.0001911279,0.00002652095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971964,0.00002178315,0.00000546391,0.001041034,0.0001207808,0.000281541,0.000008605723,0.000007330349,0.001317042],"genre_scores_gemma":[0.9993654,0.00001913144,0.00002658392,0.0002562329,0.00003342849,0.00001895741,0.000008044643,0.000002464162,0.0002697449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05658911,"threshold_uncertainty_score":0.7641009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09256422254471718,"score_gpt":0.4144271813228796,"score_spread":0.3218629587781625,"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."}}