{"id":"W3043263530","doi":"10.1097/acm.0000000000003590","title":"Gender Bias in Collaborative Medical Decision Making: Emergent Evidence","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Vignette; Advice (programming); Psychology; Medical advice; Exploratory research; Gender bias; Family medicine; Medicine; Social desirability bias; Social psychology; Nursing; Social desirability","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003944233,0.00014008,0.0003447989,0.0001205242,0.0001841773,0.00000842767,0.001013354,0.0003600168,0.006455738],"category_scores_gemma":[0.02904796,0.0001127751,0.00002962928,0.001531015,0.0007601252,0.0002311083,0.00019405,0.0009250658,0.0001463754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001279242,"about_ca_system_score_gemma":0.0006036714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002713672,"about_ca_topic_score_gemma":0.0002198461,"domain_scores_codex":[0.9950548,0.0004187588,0.0004745489,0.0003768094,0.003277542,0.0003975],"domain_scores_gemma":[0.9976012,0.001343502,0.0001261361,0.0001287194,0.0001744104,0.0006261052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002698013,0.00001404523,0.07492682,0.00006090993,0.00003235399,0.0003530238,0.3765486,0.00001779383,0.0001345497,0.01971786,0.4900402,0.03788408],"study_design_scores_gemma":[0.002837581,0.0005519862,0.009748471,0.004230266,0.0001169182,0.000006719161,0.4475153,0.0005760284,0.00004476834,0.008247748,0.5256376,0.0004866493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4078458,0.02564183,0.007154271,0.4981667,0.003362001,0.001137041,0.000006806675,0.0002507958,0.0564348],"genre_scores_gemma":[0.953888,0.01553922,0.0001075307,0.0285863,0.001669817,0.000007430816,0.000002756948,0.000007884603,0.0001910568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5460423,"threshold_uncertainty_score":0.9944525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2784018088599368,"score_gpt":0.4475800896618918,"score_spread":0.169178280801955,"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."}}