{"id":"W2054499778","doi":"10.1177/154193120004400151","title":"Cognitive Work Analysis: Research and Applications","year":2000,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociotechnical system; Work (physics); Cognition; Computer science; Socio-cognitive; Management science; Data science; Cognitive science; Engineering ethics; Psychology; Knowledge management; Engineering","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":[0.0005896431,0.00012155,0.0002045344,0.0000751989,0.0008599082,0.00008924324,0.0001669354,0.0001075713,0.0004135831],"category_scores_gemma":[0.0000249134,0.0000959733,0.0001538407,0.0004632756,0.0003582586,0.0001500876,0.00008923138,0.0003263227,0.00001012208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003307448,"about_ca_system_score_gemma":0.000007321479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008872704,"about_ca_topic_score_gemma":0.00000688136,"domain_scores_codex":[0.9990153,0.00001989269,0.0003076173,0.000301135,0.000129901,0.0002261763],"domain_scores_gemma":[0.9992113,0.0001961091,0.0001630516,0.000077224,0.0002797436,0.00007263586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002679304,0.0004233957,0.7416582,0.0001308027,0.002433879,8.56501e-8,0.1965453,0.00002146035,0.0006293491,0.03845608,0.01012179,0.009311772],"study_design_scores_gemma":[0.0005268385,0.00008062022,0.8702676,0.0001017735,0.0002750832,0.000001991127,0.1157783,0.00007665487,0.0003536275,0.001528241,0.0107404,0.0002689346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773338,0.0001036255,0.000005961697,0.00009754922,0.0000330522,0.0002303124,0.00003019913,0.00003489788,0.02213057],"genre_scores_gemma":[0.9957905,0.00005272119,0.00006066203,0.00006708467,0.0001013956,0.00004777066,0.000006025379,0.00001255179,0.003861317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1286094,"threshold_uncertainty_score":0.6613806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04728991989798878,"score_gpt":0.3612639747788175,"score_spread":0.3139740548808287,"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."}}