{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006120586,0.0002076065,0.001120594,0.0002924758,0.0003080349,0.000006064503,0.0007601152,0.0005552714,0.0002508731],"category_scores_gemma":[0.0002796563,0.000153657,0.0001851064,0.0004351109,0.0001041068,0.0002129862,0.0001365185,0.002584945,0.00002882699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005602777,"about_ca_system_score_gemma":0.004070742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004515192,"about_ca_topic_score_gemma":0.01812548,"domain_scores_codex":[0.9922375,0.001623521,0.003247375,0.0002284765,0.002025113,0.0006380265],"domain_scores_gemma":[0.9946339,0.0007754018,0.002053684,0.0003738018,0.001425519,0.0007377582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001253808,0.001128975,0.02590801,0.293948,0.001871862,0.0005549699,0.01560059,0.00002877243,0.0009425535,0.115308,0.002908168,0.5405464],"study_design_scores_gemma":[0.02158182,0.008653503,0.1291822,0.3031288,0.001193686,0.001859842,0.2763266,0.01745204,0.0005306284,0.001045597,0.2372129,0.001832455],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9181135,0.01728225,0.000618239,0.05597614,0.005291313,0.001904572,0.00006279809,0.00004127455,0.00070986],"genre_scores_gemma":[0.9924852,0.004627936,0.001242557,0.001003506,0.0004632951,0.00005919909,0.000007006223,0.00003027547,0.00008107998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5387139,"threshold_uncertainty_score":0.9997911,"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."}}