{"id":"W1891390685","doi":"10.1007/s40273-015-0330-7","title":"Transforming Healthcare Delivery: Integrating Dynamic Simulation Modelling and Big Data in Health Economics and Outcomes Research","year":2015,"lang":"en","type":"article","venue":"PharmacoEconomics","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health Authority; University of Saskatchewan; University of Calgary","funders":"Agency for Healthcare Research and Quality","keywords":"Health economics; Health administration; Quality of Life Research; Big data; Health care; Healthcare delivery; Health informatics; Public health; Health services research; Data science; Business; Computer science; Medicine; Economics; Nursing; Economic growth; Data mining","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":[0.0175117,0.000949916,0.001677167,0.002490774,0.0006616365,0.006542754,0.002813609,0.00278136,0.00272005],"category_scores_gemma":[0.07364362,0.000979193,0.001549024,0.003052141,0.0026105,0.007890648,0.004126499,0.005566869,0.0004343785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00389248,"about_ca_system_score_gemma":0.006362398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01842983,"about_ca_topic_score_gemma":0.02069452,"domain_scores_codex":[0.9896317,0.008523853,0.0003806753,0.0004579157,0.0007657931,0.000240108],"domain_scores_gemma":[0.9003837,0.08816675,0.002972062,0.004489641,0.00221279,0.001775088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001752098,0.0004025064,0.01752372,0.0005062118,0.0004861581,0.0001321178,0.0007606347,0.7363518,0.0002396394,0.1821167,0.008506807,0.05279855],"study_design_scores_gemma":[0.00004581023,0.00003562808,0.001086688,0.0001875019,0.00004851193,0.00003245474,0.0004293798,0.6269416,0.0001349968,0.3652321,0.005779403,0.00004600207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06423233,0.00432877,0.8374176,0.0750692,0.001397392,0.0003086843,0.002056103,0.001066901,0.01412301],"genre_scores_gemma":[0.729018,0.006434658,0.2557714,0.003934685,0.0008959615,0.0005579644,0.001409989,0.0003396051,0.001637779],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01842983,"threshold_uncertainty_score":0.09261191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4067404254781069,"score_gpt":0.5568233110544322,"score_spread":0.1500828855763253,"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."}}