{"id":"W3103920249","doi":"10.1007/s10620-020-06707-3","title":"A Microsimulation Model to Project the 5-Year Impact of Using Hyperbaric Oxygen Therapy for Ulcerative Colitis Patients Hospitalized for Acute Flares","year":2020,"lang":"en","type":"article","venue":"Digestive Diseases and Sciences","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Ulcerative colitis; Colectomy; Cost effectiveness; Quality-adjusted life year; Intensive care medicine; Emergency medicine; Internal medicine; Disease","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":[0.0003152658,0.0005035709,0.0003371162,0.0003514751,0.0001921593,0.0003617074,0.0005545827,0.0008924765,0.004753262],"category_scores_gemma":[0.001186784,0.0001847192,0.0006289764,0.0002711497,0.0002194663,0.0002732779,0.0003774655,0.0005548204,0.0002397916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005736016,"about_ca_system_score_gemma":0.0009054439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02477155,"about_ca_topic_score_gemma":0.01305524,"domain_scores_codex":[0.9999033,0.00003125764,0.000003166215,0.00001870899,0.000008394815,0.00003510653],"domain_scores_gemma":[0.9994686,0.000330677,0.00007493686,0.00001713934,0.0000533245,0.00005526067],"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":[0.0001407012,0.0001370676,0.003113172,0.00002504374,0.00004331378,0.00004910042,0.00001866822,0.9924482,0.0006073159,0.0008635335,0.0002292298,0.002324629],"study_design_scores_gemma":[0.00002340697,0.0001817553,0.001306622,0.000005687748,0.00002939231,0.00001086327,0.00003376076,0.9976149,0.0002358321,0.0003578346,0.0001948654,0.00000511355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532926,0.0002194245,0.03843145,0.0004388098,0.0001073989,0.0001078577,0.001290817,0.0001700786,0.005941475],"genre_scores_gemma":[0.9923334,0.00008858021,0.003806266,0.0000515415,0.000008665586,0.0001700575,0.0005333373,0.00001344053,0.002994791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02477155,"threshold_uncertainty_score":0.04925472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983115184210819,"score_gpt":0.3352639484442475,"score_spread":0.3054327966021393,"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."}}