{"id":"W2590989019","doi":"10.1111/medu.13223","title":"Describing student performance: a comparison among clinical preceptors across cultural contexts","year":2017,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Qatar University","keywords":"Medical education; Psychology; MEDLINE; Educational measurement; Medicine; Mathematics education; Pedagogy; Curriculum; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.007889204,0.0002328642,0.0003675708,0.001966457,0.001284724,0.002931645,0.00070513,0.0006144353,0.001328745],"category_scores_gemma":[0.0281424,0.0002372468,0.0003971432,0.001261785,0.002694574,0.001391,0.003936375,0.0007245951,0.000275113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387274,"about_ca_system_score_gemma":0.001818846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002590447,"about_ca_topic_score_gemma":0.003956384,"domain_scores_codex":[0.9933174,0.003434299,0.000626918,0.0003592366,0.001483024,0.0007792573],"domain_scores_gemma":[0.9848321,0.006945109,0.002901996,0.0007482317,0.002929036,0.001643435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002771927,0.0001240416,0.5612202,0.0003214824,0.00006552254,0.0004770934,0.391493,0.0001338531,0.001552508,0.0003335667,0.0003731604,0.04362843],"study_design_scores_gemma":[0.000007932058,0.0005637308,0.4255309,0.0002638242,0.00002128721,0.0007460887,0.5695636,0.000224317,0.0006775714,0.0002187935,0.002146004,0.00003582674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984385,0.0001720696,0.0002707829,0.00008827067,0.000007752473,0.00002028795,0.00001950946,0.000003251949,0.0009795439],"genre_scores_gemma":[0.9994215,0.0001533078,0.0001825188,0.00003091669,0.000002897898,0.00002298689,0.00002668744,0.000003237467,0.0001560558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007889204,"threshold_uncertainty_score":0.04172254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07281477366799873,"score_gpt":0.5026447478865402,"score_spread":0.4298299742185415,"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."}}