{"id":"W2046166354","doi":"10.1136/bmj.328.7441.687","title":"Revalidation for general practitioners: randomised comparison of two revalidation models","year":2004,"lang":"en","type":"article","venue":"BMJ","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Revalidation; Summative assessment; Psychological intervention; Medicine; Continuing professional development; Medical education; Primary care; Professional development; Nursing; Formative assessment; Psychology; Family medicine; Pedagogy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03124341,0.002442633,0.004819978,0.00224819,0.0008542105,0.002271149,0.002635434,0.00572934,0.01626671],"category_scores_gemma":[0.08033597,0.001957249,0.005462535,0.00142885,0.002451874,0.004946207,0.003111491,0.004416766,0.0013726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005741203,"about_ca_system_score_gemma":0.005529661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003016479,"about_ca_topic_score_gemma":0.003430468,"domain_scores_codex":[0.9485927,0.04015482,0.00443199,0.002331512,0.00261672,0.001872334],"domain_scores_gemma":[0.9375473,0.04235832,0.01103226,0.003853308,0.001583823,0.003625019],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8794354,0.02247449,0.002321605,0.006360419,0.002520363,0.00007000718,0.00144793,0.002297994,0.0004620095,0.001352531,0.001220296,0.08003695],"study_design_scores_gemma":[0.8045872,0.1834336,0.003374341,0.001103482,0.001309769,0.0000348049,0.0004625022,0.001917579,0.0003255726,0.001242992,0.002097457,0.0001106236],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8586273,0.01061627,0.009577272,0.002580937,0.002292892,0.1110409,0.001073803,0.0003600791,0.003830556],"genre_scores_gemma":[0.8477002,0.004772847,0.0150683,0.001048648,0.00059451,0.1281208,0.0003296798,0.00004460003,0.002320455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9687566,"threshold_uncertainty_score":0.165233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08988797137312629,"score_gpt":0.4563187564994456,"score_spread":0.3664307851263193,"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."}}