{"id":"W2062812222","doi":"10.1046/j.1365-2923.2002.01312.x","title":"The use of portfolios for assessment of the competence and performance of doctors in practice","year":2002,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Summative assessment; Portfolio; Competence (human resources); Flexibility (engineering); Judgement; Psychology; Medical education; Process management; Medicine; Computer science; Risk analysis (engineering); Knowledge management; Formative assessment; Business; Social psychology; Pedagogy; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008597851,0.00004993027,0.000132981,0.0000691712,0.00004503463,0.000003438195,0.0001017408,0.00006064181,0.00005240733],"category_scores_gemma":[0.01137362,0.00002908306,0.00002301978,0.0004221377,0.0003285471,0.00009968345,0.00002113708,0.0001754565,1.913012e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005211404,"about_ca_system_score_gemma":0.0007026234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006243216,"about_ca_topic_score_gemma":0.000005818249,"domain_scores_codex":[0.9987845,0.0000547705,0.0004817727,0.00008764496,0.00050435,0.0000869299],"domain_scores_gemma":[0.9985047,0.0004897927,0.0003137758,0.0002411182,0.0004268199,0.00002377755],"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":[0.0001135446,0.002931928,0.4333862,0.0009385645,0.00005734171,2.038278e-7,0.002364272,0.00001433601,0.0006527033,0.01354941,0.03232617,0.5136654],"study_design_scores_gemma":[0.0007656984,0.0003360577,0.8898538,0.0008837707,0.00009346296,0.00002759148,0.001521352,0.04228471,0.000741872,0.00005269701,0.06337691,0.0000620539],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783393,0.000149732,0.0001400111,0.02003064,0.0004655414,0.0004671187,9.298748e-7,0.000002494892,0.0004042524],"genre_scores_gemma":[0.9916649,0.0003823488,0.006135552,0.00152135,0.00005527631,0.00005803953,0.000005486689,0.000004641934,0.0001723411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5136033,"threshold_uncertainty_score":0.996954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03755329331806776,"score_gpt":0.3872735507293243,"score_spread":0.3497202574112566,"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."}}