{"id":"W2152587002","doi":"10.1136/amiajnl-2010-000033","title":"Computerization of workflows, guidelines, and care pathways: a review of implementation challenges for process-oriented health information systems","year":2011,"lang":"en","type":"review","venue":"Journal of the American Medical Informatics Association","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Engineering and Physical Sciences Research Council","keywords":"Workflow; Computer science; Process (computing); Process management; Information system; Health care; Data science; Knowledge management; Engineering; Database; Political science","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":[0.02476353,0.001114847,0.002608295,0.008550642,0.0008103993,0.004374141,0.00258009,0.002619458,0.001583296],"category_scores_gemma":[0.05072506,0.0009700019,0.001868613,0.01001876,0.003251754,0.006830635,0.001576316,0.002770174,0.0004876514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005503506,"about_ca_system_score_gemma":0.01758373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008506563,"about_ca_topic_score_gemma":0.008602357,"domain_scores_codex":[0.9845071,0.008015828,0.002692324,0.0007432855,0.003792276,0.0002491101],"domain_scores_gemma":[0.9065657,0.08221295,0.00352616,0.00118707,0.006210812,0.0002973551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004309429,0.00006975229,0.0006024822,0.1106621,0.0003237471,0.00009800515,0.00161307,0.001838883,0.0003441456,0.02556775,0.004381883,0.8544552],"study_design_scores_gemma":[0.00007055598,0.0003680206,0.003946817,0.3210552,0.001396034,0.001360777,0.004664863,0.002640769,0.001505445,0.03107028,0.6317485,0.0001727227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002502205,0.9956483,0.001916547,0.001347459,0.00008904825,0.00003950772,0.00001223767,0.000009478129,0.0006871417],"genre_scores_gemma":[0.005188531,0.9894122,0.004769963,0.0003344595,0.00008484402,0.0000930973,0.00003108694,0.000005980494,0.00007986488],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02476353,"threshold_uncertainty_score":0.1309637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1502176086215256,"score_gpt":0.5017520037620948,"score_spread":0.3515343951405692,"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."}}