{"id":"W4401945506","doi":"10.1007/s40596-024-02033-2","title":"Exploring Perceived Bias at Psychiatry Grand Rounds","year":2024,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Psychology; Grand Challenges; MEDLINE; Medical education; Psychiatry; Medicine; Computer science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01043599,0.0002245566,0.0004293828,0.0009056359,0.009223809,0.004281147,0.001375149,0.01252182,0.0121235],"category_scores_gemma":[0.1047254,0.0004356428,0.0004391071,0.001057152,0.002261636,0.002384666,0.001894232,0.01187523,0.001913832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007346112,"about_ca_system_score_gemma":0.01111765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05171919,"about_ca_topic_score_gemma":0.1044966,"domain_scores_codex":[0.988013,0.005993999,0.000763159,0.0006601018,0.001976402,0.002593312],"domain_scores_gemma":[0.9177058,0.05459666,0.004626799,0.001633422,0.01139518,0.01004213],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004105035,0.0004574458,0.23205,0.0002002736,0.000086981,0.0220449,0.03353374,0.0002698764,0.0007553031,0.01173758,0.6597343,0.03871915],"study_design_scores_gemma":[0.0004316966,0.0006335975,0.2646312,0.001883839,0.0002343377,0.02489076,0.2499403,0.002639777,0.00174806,0.03997489,0.4127031,0.0002885131],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06308349,0.0003285304,0.0002093437,0.9156808,0.002081177,0.00003559146,0.0001603609,0.00001636538,0.01840443],"genre_scores_gemma":[0.4205969,0.0005249266,0.0006958085,0.5624447,0.002867379,0.000146747,0.00006195966,0.00004787866,0.0126138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.989564,"threshold_uncertainty_score":0.1028363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443808004117633,"score_gpt":0.3542076965172675,"score_spread":0.2098268961055043,"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."}}