{"id":"W2056199401","doi":"10.12927/hcq.2012.22845","title":"From Discovery to Design: The Evolution of Human Factors in Healthcare","year":2012,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":138,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute","funders":"University Health Network","keywords":"Health care; Best practice; Health administration; Business; Nursing; Medicine; Political science; Public health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001114156,0.0001759973,0.0003445948,0.0001895968,0.0005315522,0.000001513324,0.000258108,0.0002448832,0.00005630449],"category_scores_gemma":[0.0001176254,0.0001274158,0.00006449318,0.00045284,0.00005893467,0.0003510204,0.0000269009,0.0006611295,0.0001192639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008408261,"about_ca_system_score_gemma":0.0006702192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05927098,"about_ca_topic_score_gemma":0.0092841,"domain_scores_codex":[0.9957591,0.001865864,0.0009232932,0.0002588893,0.0004015421,0.0007913344],"domain_scores_gemma":[0.9978045,0.0006825852,0.0004282802,0.0005546359,0.0001325669,0.0003974016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001113278,0.0001403591,0.8232046,0.0002612525,0.00001122039,4.743256e-7,0.1604526,0.000007007231,0.0004868152,0.01212348,0.001407163,0.001793703],"study_design_scores_gemma":[0.0004220294,0.0005777401,0.9226624,0.0004107716,0.000007946835,1.947907e-7,0.07183006,0.000008042513,0.00004202698,0.001888965,0.00201287,0.0001369748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448016,0.0006027234,0.00971685,0.04107894,0.001670361,0.001815328,0.0001402792,0.00005865309,0.0001153256],"genre_scores_gemma":[0.9970244,0.000007206622,0.0001727757,0.001793676,0.0004639011,0.0002525176,0.00009742803,0.00002361234,0.000164495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09945776,"threshold_uncertainty_score":0.9469934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132448724382131,"score_gpt":0.4298349369678687,"score_spread":0.3165900645296557,"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."}}