{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01743996,0.001639688,0.0008477512,0.002680802,0.001892231,0.008123007,0.002201122,0.002893785,0.01673455],"category_scores_gemma":[0.02745531,0.00121321,0.0009402533,0.001273666,0.003122391,0.006090425,0.003721518,0.003428087,0.003689842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003225598,"about_ca_system_score_gemma":0.005291221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001951421,"about_ca_topic_score_gemma":0.002187012,"domain_scores_codex":[0.9853028,0.01095856,0.0004574562,0.0008602904,0.002070894,0.00035001],"domain_scores_gemma":[0.9766297,0.01445501,0.0005049888,0.003763078,0.003968853,0.0006782631],"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":[0.0003137768,0.0007075035,0.00172552,0.001334085,0.0001045628,0.0001511087,0.01603545,0.00915895,0.007129665,0.4216569,0.022922,0.5187606],"study_design_scores_gemma":[0.0003744434,0.0005603191,0.001211003,0.001343677,0.0001471866,0.0002605865,0.006975987,0.05887732,0.007319716,0.6383336,0.2845134,0.00008290236],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005458622,0.0003275159,0.9661432,0.002065405,0.0001315626,0.0005022098,0.00007311381,0.001588622,0.02370966],"genre_scores_gemma":[0.09553812,0.0002373377,0.8934386,0.0004241162,0.00003726359,0.00156639,0.0001667109,0.0004310307,0.008160451],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01743996,"threshold_uncertainty_score":0.09223241,"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."}}