{"id":"W190200500","doi":"","title":"Benefits and challenges of health information systems for operations research: an illustrative example to improve surgical scheduling.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Health care; Computer science; Information system; Scheduling (production processes); Process management; Operations research; Operations management; Risk analysis (engineering); Business; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006001471,0.0001112263,0.0002998099,0.0002720756,0.001194632,0.00005354667,0.0001017699,0.0001771124,0.000002806847],"category_scores_gemma":[0.0007323287,0.00009893525,0.00002149977,0.0002852752,0.00003283926,0.0006547528,0.00002825437,0.0002876057,0.00000399045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520372,"about_ca_system_score_gemma":0.0004584824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481083,"about_ca_topic_score_gemma":0.000616646,"domain_scores_codex":[0.997147,0.0008756911,0.0008568614,0.0002490715,0.0002756612,0.0005956697],"domain_scores_gemma":[0.99758,0.0003534922,0.0001160608,0.0002585931,0.001318474,0.0003734174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001183708,0.0001281508,0.0001635927,0.0005536283,0.00001404515,1.321321e-7,0.01889458,0.04971015,0.000004417622,0.3309228,0.0001486589,0.5993415],"study_design_scores_gemma":[0.0111742,0.008151296,0.4240342,0.001487001,0.00004908247,0.00001535256,0.1557034,0.2988396,0.0001126407,0.001442901,0.09736743,0.001622915],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8457404,0.009887478,0.02105155,0.08980563,0.001172289,0.02948732,0.0005262643,0.0002262018,0.002102872],"genre_scores_gemma":[0.9855104,0.002169124,0.006850776,0.0003995288,0.0002336647,0.004611659,0.000142601,0.0000114468,0.00007078784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5977186,"threshold_uncertainty_score":0.9188268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3664303265072666,"score_gpt":0.4471314209352565,"score_spread":0.0807010944279899,"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."}}