{"id":"W4408842356","doi":"10.5489/cuaj.9163","title":"Is competence by design any better than excellence by accident?","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Excellence; Competence (human resources); Psychology; Accident (philosophy); Engineering; Computer science; Political science; Social psychology; Philosophy; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02360589,0.0005041632,0.00148865,0.002106173,0.007145156,0.01445361,0.001718668,0.00567825,0.01781325],"category_scores_gemma":[0.07883896,0.0004101109,0.00068889,0.002485773,0.02819768,0.01515126,0.005463719,0.008643315,0.002613639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01446052,"about_ca_system_score_gemma":0.04196556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08695793,"about_ca_topic_score_gemma":0.1244084,"domain_scores_codex":[0.9799806,0.005566229,0.001050363,0.001354653,0.007367114,0.004680998],"domain_scores_gemma":[0.9281524,0.02074247,0.005672621,0.00339041,0.02167407,0.02036812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002494708,0.0004440207,0.0338291,0.001033212,0.0001211147,0.0003697636,0.02184649,0.0002733313,0.000418661,0.2966591,0.2350412,0.4097145],"study_design_scores_gemma":[0.00007434063,0.0003367635,0.04542846,0.002972858,0.0001132723,0.001246245,0.07222985,0.0004439948,0.0007586292,0.3147454,0.561439,0.000211236],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02416413,0.02341557,0.004007435,0.8424217,0.008246375,0.00002191815,0.0001032818,0.0001035046,0.09751612],"genre_scores_gemma":[0.8113853,0.02587031,0.004342883,0.1211145,0.005039896,0.00005353884,0.0001500507,0.0002064034,0.03183692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08695793,"threshold_uncertainty_score":0.1729035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212942214765313,"score_gpt":0.2253996080293702,"score_spread":0.2132701858817171,"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."}}