{"id":"W2602300349","doi":"","title":"Competency-Based Achievement System","year":2011,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; Competence (human resources); Medical education; Remedial education; Medicine; Computer science; Psychology; Pedagogy; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004322316,0.0007693964,0.0005852252,0.005362719,0.001812879,0.002977864,0.001841271,0.0007724253,0.02176816],"category_scores_gemma":[0.0188119,0.0001732082,0.0004701588,0.002729226,0.0007562883,0.001985112,0.001922471,0.001012274,0.009166444],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006563466,"about_ca_system_score_gemma":0.01921811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07825978,"about_ca_topic_score_gemma":0.04197571,"domain_scores_codex":[0.9929323,0.001464412,0.000899122,0.001163778,0.00293415,0.0006061588],"domain_scores_gemma":[0.9850274,0.001969694,0.0009830851,0.0010318,0.009830125,0.00115797],"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":[0.0003057824,0.0007667797,0.06344694,0.0006761585,0.0001056824,0.0002277779,0.00120855,0.00721928,0.001827842,0.09008876,0.1407152,0.6934113],"study_design_scores_gemma":[0.0002592799,0.001086917,0.1175052,0.0007387774,0.0001205846,0.0009138405,0.001611388,0.06763279,0.01032181,0.03899493,0.7604496,0.0003649392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09687094,0.001152336,0.1856996,0.005760972,0.0006707701,0.008329861,0.05448928,0.01690274,0.6301234],"genre_scores_gemma":[0.6801168,0.0006734395,0.1925108,0.0009232326,0.0002468454,0.003791744,0.04534881,0.0004624665,0.07592576],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9934365,"threshold_uncertainty_score":0.1556085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02541846359160179,"score_gpt":0.2497346495490134,"score_spread":0.2243161859574116,"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."}}