{"id":"W2063986612","doi":"10.1136/bmj.326.7388.546","title":"Multisource feedback: a method of assessing surgical practice","year":2003,"lang":"en","type":"article","venue":"BMJ","topic":"Innovations in Medical Education","field":"Medicine","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medical education; Surgical procedures; Medicine; Psychology; Medical physics; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01923991,0.000973427,0.0007971977,0.01055518,0.001165325,0.002332215,0.001348693,0.001116596,0.007262499],"category_scores_gemma":[0.05634782,0.0004719923,0.00076675,0.004986742,0.0008384606,0.002757805,0.002635806,0.0008774353,0.002227657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001564368,"about_ca_system_score_gemma":0.00213891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003597058,"about_ca_topic_score_gemma":0.008810822,"domain_scores_codex":[0.9633816,0.02006,0.002513574,0.001293445,0.01204568,0.0007057306],"domain_scores_gemma":[0.9406607,0.02659637,0.006142889,0.004275308,0.02063949,0.001685135],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001254381,0.0009512866,0.09377498,0.001389419,0.0001410062,0.0001498172,0.01078669,0.0005836605,0.01021449,0.00212935,0.01434685,0.864278],"study_design_scores_gemma":[0.0008242243,0.007383946,0.8158111,0.002524993,0.0004731452,0.002314074,0.03302535,0.02049251,0.03427482,0.009100795,0.0727982,0.0009769298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4545844,0.001628728,0.4013495,0.003568608,0.001605338,0.01159305,0.00498818,0.004661525,0.1160206],"genre_scores_gemma":[0.56321,0.0008913035,0.4073524,0.0007318152,0.0003673819,0.008947276,0.000969985,0.000308993,0.01722077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9807601,"threshold_uncertainty_score":0.1017516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04214803083636592,"score_gpt":0.4709195339061046,"score_spread":0.4287715030697387,"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."}}