{"id":"W2169893274","doi":"10.1046/j.1365-2923.2002.01313.x","title":"When enough is enough: a conceptual basis for fair and defensible practice performance assessment","year":2002,"lang":"en","type":"article","venue":"Medical Education","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Basis (linear algebra); Management science; Engineering; Mathematics","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":["metaresearch"],"category_scores_codex":[0.2471845,0.002060927,0.002150324,0.01760281,0.01394969,0.03192597,0.009137821,0.01565467,0.005233614],"category_scores_gemma":[0.2589774,0.001659406,0.002427337,0.006897332,0.1517767,0.04371259,0.02525031,0.01580512,0.00136403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02976053,"about_ca_system_score_gemma":0.0262854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00819097,"about_ca_topic_score_gemma":0.00459054,"domain_scores_codex":[0.7244843,0.1903809,0.02113619,0.01468735,0.04209517,0.007216098],"domain_scores_gemma":[0.6305029,0.2651748,0.02395304,0.02017095,0.04737706,0.01282131],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003254055,0.00005895058,0.001818734,0.0002824306,0.00003157821,0.0001174838,0.03138861,0.0005649331,0.0001223979,0.9452865,0.002649462,0.01764641],"study_design_scores_gemma":[0.00004275628,0.0001059586,0.001464836,0.001397981,0.00003182511,0.0001927391,0.01652954,0.002477076,0.0001557215,0.9366054,0.04087956,0.0001166601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02925071,0.006192822,0.5103369,0.1615424,0.002475727,0.003322856,0.0002095324,0.0006904321,0.2859786],"genre_scores_gemma":[0.6902583,0.001437225,0.2883813,0.009019061,0.0006233068,0.005042411,0.0001546118,0.0002899673,0.004793837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7528155,"threshold_uncertainty_score":0.9283556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04445247620844943,"score_gpt":0.4605127935584645,"score_spread":0.416060317350015,"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."}}