{"id":"W169962243","doi":"10.3233/978-1-58603-979-0-235","title":"Toyota A3 Report: A Tool for Process Improvement in Healthcare","year":2009,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Health care; Process (computing); Computer science; Process management; Business; Political science; Operating system","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":[0.003825747,0.0002446611,0.0008567394,0.0006926336,0.0009912028,0.000003972904,0.0002080333,0.000571342,0.000003963769],"category_scores_gemma":[0.00196123,0.0002184264,0.00003535791,0.0009332079,0.0002284871,0.0002231593,0.0001320441,0.001342277,0.000005131806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005891609,"about_ca_system_score_gemma":0.0007647113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001239749,"about_ca_topic_score_gemma":0.001004492,"domain_scores_codex":[0.994943,0.0001592348,0.003283569,0.0002631416,0.000195512,0.001155587],"domain_scores_gemma":[0.9976544,0.000533163,0.0009058815,0.0004545967,0.0003523515,0.00009959417],"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":[0.0003996369,0.000222743,0.2945381,0.04688898,0.0000466279,0.00003444506,0.09356608,0.0000255433,0.000001010087,0.2270257,0.00288414,0.3343669],"study_design_scores_gemma":[0.0067508,0.005376192,0.06580377,0.007664485,0.00001512371,0.00009089332,0.2993272,0.001900892,0.00002063138,0.5655234,0.04656558,0.0009609774],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6920151,0.009778248,0.000317844,0.2890548,0.001091243,0.006989059,0.0000694542,0.0003087886,0.000375515],"genre_scores_gemma":[0.9647974,0.006925388,0.003419171,0.02329237,0.00008160402,0.001330482,0.00003199376,0.00001341996,0.0001081983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3384977,"threshold_uncertainty_score":0.8907169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227894063149821,"score_gpt":0.5238335881660565,"score_spread":0.4010441818510744,"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."}}