{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002098447,0.00006080131,0.0001653023,0.00008248228,0.00003851038,0.000009267454,0.00003730552,0.00008379082,0.0003034832],"category_scores_gemma":[0.01425843,0.0000526137,0.00003631233,0.0004498383,0.0000508298,0.0001056527,0.000009449631,0.0002129004,0.00002852059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005034018,"about_ca_system_score_gemma":0.000235058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001710502,"about_ca_topic_score_gemma":1.726489e-7,"domain_scores_codex":[0.9988886,0.000206039,0.0003356305,0.0001277334,0.0003205493,0.0001215054],"domain_scores_gemma":[0.9987848,0.0004010243,0.000178473,0.0002386749,0.000356214,0.00004076029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002748181,0.002690447,0.01314429,0.0004940353,0.0002686355,0.0002407952,0.003127153,0.00006441053,0.009427845,0.06411619,0.1350455,0.7711059],"study_design_scores_gemma":[0.001873522,0.00009654644,0.01168003,0.0002001156,0.0001498224,0.002118244,0.003922007,0.001340585,0.005701077,0.0001744941,0.9726129,0.0001307176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.3012892,0.0002689546,0.1962059,0.04283651,0.001301234,0.001078421,0.000001377748,0.0001083726,0.45691],"genre_scores_gemma":[0.2766534,0.000004097187,0.7205038,0.001144846,0.0002189539,0.00001757565,0.00000781793,0.00001248977,0.001437016],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8375674,"threshold_uncertainty_score":0.9940449,"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."}}