{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008124562,0.0001214297,0.0001483081,0.0001099177,0.0002321815,0.0002491105,0.0002540984,0.0001828948,0.001352678],"category_scores_gemma":[0.0004576387,0.0001197351,0.00005834882,0.0002538297,0.00001485789,0.0002390481,0.000007016328,0.0005550561,0.0001932663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000668281,"about_ca_system_score_gemma":0.0001954505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003123141,"about_ca_topic_score_gemma":0.00007772623,"domain_scores_codex":[0.9987546,0.000249351,0.0002687469,0.0001341853,0.0001923095,0.0004008313],"domain_scores_gemma":[0.9988548,0.0004797736,0.0001027707,0.00009167492,0.0001053849,0.0003655712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002963136,0.00001019078,0.0809094,0.00000161132,0.0000442658,0.000003808161,0.00008339086,0.0001398161,0.0005139651,0.00003650159,0.9164494,0.001804734],"study_design_scores_gemma":[0.0002403976,0.00003448658,0.08505545,0.00001043605,0.00003269013,0.00001784546,0.00007825181,0.001879018,0.0005249154,0.001325272,0.9105945,0.0002067282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2203433,0.007847357,0.2397083,0.4624678,0.008203006,0.0008578001,0.0002246983,0.00052974,0.05981794],"genre_scores_gemma":[0.9764156,0.0002902161,0.0006062931,0.01915122,0.0001115085,0.000008839828,0.000009236198,0.000009982765,0.003397114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7560723,"threshold_uncertainty_score":0.9995602,"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."}}