{"id":"W2319083647","doi":"10.1177/154193120304700301","title":"Cognitive Analysis Based Design for Practitioners","year":2003,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Cognition; Computer science; Psychology; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.0005959293,0.0001311563,0.0001743793,0.00004446698,0.0003006641,0.00006828984,0.00008703718,0.00007183079,0.0000117839],"category_scores_gemma":[0.0003104849,0.0001103696,0.0002060777,0.0002334523,0.00005766853,0.0002905542,0.00001079569,0.0001231579,3.336001e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004748858,"about_ca_system_score_gemma":0.00002330233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008382392,"about_ca_topic_score_gemma":0.000001098687,"domain_scores_codex":[0.9994103,0.00001106429,0.0001996889,0.0001454746,0.00007066412,0.0001627582],"domain_scores_gemma":[0.9991338,0.0004169714,0.0001680354,0.0000391511,0.0001907847,0.00005120368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006433249,0.001193103,0.3461846,0.003987587,0.01715107,1.815036e-7,0.2059349,0.1313397,0.1708701,0.04904636,0.0719035,0.001745624],"study_design_scores_gemma":[0.004141634,0.0004134457,0.06872246,0.0004580166,0.00795278,0.000005168927,0.26959,0.1109803,0.5035847,0.004378921,0.02708919,0.002683377],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991348,0.00006829026,0.006295471,0.00004360689,0.0001168755,0.0002714546,0.00003325284,0.00005233023,0.001770682],"genre_scores_gemma":[0.992547,0.00002324596,0.007213813,0.00006712951,0.00002795339,0.00002320685,0.000005354418,0.00002000509,0.00007225265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3327146,"threshold_uncertainty_score":0.4500741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0300272320879883,"score_gpt":0.2628288299339046,"score_spread":0.2328015978459163,"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."}}