{"id":"W2140697932","doi":"10.1115/1.3443234","title":"Active Management of Healthcare Operations: A Dynamic System View of Healthcare Delivery","year":2010,"lang":"en","type":"article","venue":"Journal of Medical Devices","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Health care; Healthcare delivery; Knowledge management; Business; Resource (disambiguation); Process management; Resource management (computing); Computer science; Architecture","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":[0.002574682,0.0006728836,0.0005423183,0.002129835,0.001701823,0.01170473,0.002134036,0.002276434,0.00238492],"category_scores_gemma":[0.002604586,0.0005198217,0.0007353317,0.002110834,0.005430957,0.01291984,0.003012669,0.002382844,0.0004811961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003168829,"about_ca_system_score_gemma":0.003814681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005624008,"about_ca_topic_score_gemma":0.003696825,"domain_scores_codex":[0.9978274,0.0008307316,0.0001442159,0.000337228,0.0006229163,0.0002375583],"domain_scores_gemma":[0.9978422,0.0008482773,0.0003068579,0.0003028214,0.0003540094,0.0003457583],"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":[0.00005803232,0.0001413051,0.003488155,0.000396255,0.0001062325,0.0003635442,0.005933059,0.02258794,0.004084373,0.8896734,0.004708441,0.06845927],"study_design_scores_gemma":[0.00006214819,0.0003678203,0.004609981,0.0005278008,0.0001790818,0.0007526148,0.007104744,0.1413833,0.002401461,0.6460104,0.1964397,0.0001610162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03422014,0.007185623,0.8427333,0.02374917,0.0005522103,0.0003314025,0.0002240122,0.0006381575,0.090366],"genre_scores_gemma":[0.7828342,0.006294878,0.1956945,0.001823247,0.001095857,0.0004005842,0.0002649036,0.0001193759,0.01147248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01170473,"threshold_uncertainty_score":0.0229916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760462693977343,"score_gpt":0.4476933417689548,"score_spread":0.4100887148291813,"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."}}