{"id":"W2073653979","doi":"10.3109/0142159x.2011.542519","title":"Feedback data sources that inform physician self-assessment","year":2011,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary","funders":"","keywords":"Medical education; MEDLINE; Psychology; Medicine; Data science; Computer science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1136656,0.001045841,0.0009265878,0.008184573,0.001375827,0.003967204,0.001517061,0.001401258,0.003180498],"category_scores_gemma":[0.3850544,0.0005964866,0.0005109551,0.005114998,0.001238602,0.004662597,0.003623804,0.001386666,0.001183488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002603248,"about_ca_system_score_gemma":0.006074674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155836,"about_ca_topic_score_gemma":0.001768491,"domain_scores_codex":[0.8230608,0.120542,0.02093152,0.005029463,0.02866604,0.001770206],"domain_scores_gemma":[0.364291,0.4522959,0.05222617,0.03565225,0.0926168,0.002917899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001900225,0.0008928883,0.1683924,0.007861132,0.0002632985,0.0005018805,0.07337523,0.001671682,0.009377713,0.007233931,0.01861796,0.7099118],"study_design_scores_gemma":[0.001423406,0.004816613,0.3461127,0.03100761,0.001121063,0.002098093,0.09193107,0.02719333,0.05825483,0.04839548,0.3868313,0.0008143887],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5440004,0.004687228,0.3283996,0.01405686,0.0007024338,0.01702474,0.01429997,0.002446738,0.07438207],"genre_scores_gemma":[0.7789826,0.001207537,0.2053555,0.001506279,0.000189549,0.005979354,0.004704094,0.0002831991,0.001791858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1136656,"threshold_uncertainty_score":0.6011286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08119886502873735,"score_gpt":0.3671665442962314,"score_spread":0.2859676792674941,"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."}}