{"id":"W2998169137","doi":"10.1097/hcm.0000000000000284","title":"Health Care Organizations as Complex Adaptive Systems","year":2019,"lang":"en","type":"article","venue":"The Health Care Manager","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Health care; Complex adaptive system; Psychological intervention; Function (biology); Complex system; Healthcare system; Business; Nursing; Risk analysis (engineering); Knowledge management; Computer science; Medicine; Economic growth; Economics; Artificial intelligence","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":[0.002518819,0.0004668222,0.0004069155,0.001579229,0.001262918,0.005757019,0.001175995,0.00228066,0.005530075],"category_scores_gemma":[0.007093203,0.0004350805,0.0004948555,0.002245156,0.005041882,0.006855767,0.003030371,0.001877741,0.0004995294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004732695,"about_ca_system_score_gemma":0.002725417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005789544,"about_ca_topic_score_gemma":0.003625886,"domain_scores_codex":[0.9963986,0.001770894,0.0001516798,0.0004052075,0.0007734,0.0005002985],"domain_scores_gemma":[0.9953192,0.002226916,0.0009133295,0.0003949276,0.0005823397,0.0005632573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005382607,0.00002019319,0.001093324,0.00003559121,0.00002232353,0.00009725488,0.0006636091,0.01189826,0.0001122847,0.9804732,0.001440422,0.004138119],"study_design_scores_gemma":[0.00003467374,0.00002492897,0.001341688,0.00005353397,0.00001295552,0.00007951687,0.0009349193,0.03451259,0.00006244404,0.9365448,0.02637826,0.0000196544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1889789,0.008138087,0.4647191,0.03882321,0.0008431218,0.001051672,0.0007999053,0.0008570482,0.2957889],"genre_scores_gemma":[0.9466053,0.002729207,0.03539785,0.0009691051,0.0003876061,0.0005869732,0.0002179532,0.00003985879,0.01306618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005789544,"threshold_uncertainty_score":0.0343383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04411297588581348,"score_gpt":0.2897228621744684,"score_spread":0.2456098862886549,"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."}}