{"id":"W3200123955","doi":"10.34197/ats-scholar.2021-0048oc","title":"Impact of Gender on Clinical Evaluation of Trainees in the Intensive Care Unit","year":2021,"lang":"en","type":"article","venue":"ATS Scholar","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; The Wilson Centre; Sinai Health System; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Confidence interval; Odds ratio; Intensive care unit; Physical therapy; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00475604,0.0000335538,0.0001050655,0.0000302762,0.00007076014,0.00001261312,0.0002008141,0.00006131639,0.0002384477],"category_scores_gemma":[0.005000909,0.00002349599,0.00008588249,0.0002570832,0.0001548741,0.00008247092,0.00002051621,0.000220237,0.000005027206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000414997,"about_ca_system_score_gemma":0.0003862654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004764894,"about_ca_topic_score_gemma":0.0004037283,"domain_scores_codex":[0.997786,0.001048693,0.0001352691,0.0000832029,0.000867748,0.00007907884],"domain_scores_gemma":[0.9979432,0.0002265376,0.00005328886,0.0001274336,0.001621812,0.00002778106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004678197,0.0001278412,0.6095247,0.000014102,0.00007923647,0.0000183964,0.3467577,0.0001338579,0.000157768,0.002231681,0.001875097,0.03903281],"study_design_scores_gemma":[0.0004092009,0.0001181719,0.5185077,0.00002463975,0.00004785459,2.327906e-7,0.4799414,0.000006653552,0.00004285081,0.0004279215,0.0004506978,0.000022686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825926,0.0003616591,0.000001125251,0.0004173502,0.000120505,0.00009632386,0.000007654655,0.000002353727,0.01640043],"genre_scores_gemma":[0.999347,0.00006600455,0.00001429071,0.0004841823,0.00005863573,8.162086e-7,0.000009510507,0.000001334334,0.00001825045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1331837,"threshold_uncertainty_score":0.5986916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3258677160483698,"score_gpt":0.5000319306860636,"score_spread":0.1741642146376937,"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."}}