{"id":"W31553381","doi":"10.3233/978-1-61499-203-5-209","title":"A Complex Adaptive Systems Perspective of Health Information Technology Implementation","year":2013,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Implementation; Computer science; Perspective (graphical); Unintended consequences; Data science; Field (mathematics); Complex adaptive system; Management science; Health informatics; Risk analysis (engineering); Software engineering; Health care; Artificial intelligence; Medicine; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004673415,0.0008645469,0.0005121829,0.002741963,0.001608694,0.007066692,0.002173944,0.002739336,0.006352316],"category_scores_gemma":[0.01065261,0.0003530762,0.001040815,0.002040651,0.008874462,0.006222595,0.003083314,0.003825772,0.000564449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006736204,"about_ca_system_score_gemma":0.005841323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009306421,"about_ca_topic_score_gemma":0.003727247,"domain_scores_codex":[0.9939033,0.003620121,0.0002252376,0.0007119966,0.001048644,0.0004905625],"domain_scores_gemma":[0.9917548,0.00519788,0.0007989792,0.0005597135,0.001083921,0.0006047913],"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":[0.00001783962,0.00007587305,0.002864456,0.0001257041,0.00005909765,0.000137159,0.001832516,0.01464121,0.0002346286,0.9666774,0.001215363,0.01211877],"study_design_scores_gemma":[0.00004133476,0.0001641334,0.003127016,0.0001671975,0.00004970455,0.0001569615,0.002605688,0.04714717,0.0002788648,0.9221858,0.02402178,0.00005423153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07072323,0.005659018,0.5268944,0.06071065,0.0006632548,0.0006432518,0.0003074736,0.0003417389,0.334057],"genre_scores_gemma":[0.9297078,0.002496046,0.05709724,0.002023783,0.0003364812,0.0004193289,0.00009932616,0.00005021723,0.007769858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009306421,"threshold_uncertainty_score":0.0488748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1138948252144267,"score_gpt":0.4892879876633192,"score_spread":0.3753931624488925,"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."}}