{"id":"W2989955706","doi":"10.2196/16103","title":"Use of Simulation Modeling to Inform Decision Making for Health Care Systems and Policy in Colorectal Cancer Screening: Protocol for a Systematic Review","year":2019,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Protocol (science); Health care; Medicine; Psychological intervention; Management science; Inclusion (mineral); Grading (engineering); Decision aids; Alternative medicine; Nursing; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.08476818,0.006171255,0.01663611,0.01667983,0.00408845,0.007850795,0.005494452,0.007674429,0.06493434],"category_scores_gemma":[0.1593589,0.005263683,0.02271871,0.01586812,0.004522649,0.0074431,0.006115615,0.006890649,0.00847411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01579414,"about_ca_system_score_gemma":0.05388644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006713819,"about_ca_topic_score_gemma":0.01448339,"domain_scores_codex":[0.940596,0.02733635,0.0190865,0.004151588,0.006391433,0.002438059],"domain_scores_gemma":[0.9162945,0.03829794,0.01660241,0.007545793,0.01910972,0.002149615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.006715484,0.0003097709,0.0008613347,0.9066696,0.004351681,0.0006296037,0.001952514,0.00204034,0.001003088,0.005897744,0.02703573,0.04253312],"study_design_scores_gemma":[0.0469854,0.003320849,0.005009471,0.6560488,0.02170516,0.0007925379,0.002502302,0.003615441,0.00325014,0.02133743,0.2345781,0.0008544855],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002551598,0.001690013,0.001587997,0.000305986,0.0002358234,0.9927794,0.002565983,0.00007647571,0.0005030435],"genre_scores_gemma":[0.0002918256,0.0007074319,0.002674312,0.00009638633,0.00001334066,0.9958084,0.0002566383,0.000006163941,0.0001455854],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08476818,"threshold_uncertainty_score":0.4483023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5931184409098101,"score_gpt":0.674561095234946,"score_spread":0.08144265432513587,"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."}}