{"id":"W4221124092","doi":"10.1155/2022/6175913","title":"Rising Healthcare Costs and Utilization among Young Adults with Cirrhosis in Ontario: A Population-Based Study","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology and Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Ministry of Long-Term Care; Ministry of Health, Ontario","keywords":"Medicine; Cirrhosis; Health care; Asthma; Decompensation; Population; Disease; Chronic condition; Pediatrics; Internal medicine; Intensive care medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003067521,0.0002383119,0.0002921979,0.000901808,0.001262594,0.0007574002,0.0004601883,0.0003100265,0.00156129],"category_scores_gemma":[0.001226638,0.0002762185,0.0007319849,0.002755466,0.0003555664,0.0004354786,0.0006333149,0.0003736056,0.0002053822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01124323,"about_ca_system_score_gemma":0.0103267,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9267107,"about_ca_topic_score_gemma":0.9598714,"domain_scores_codex":[0.9995222,0.00003082289,0.00005351117,0.00006036354,0.0001754291,0.0001576672],"domain_scores_gemma":[0.9986859,0.00004703715,0.0006310708,0.00003508064,0.00033147,0.000269414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001751624,0.00001067002,0.9985003,0.00002233365,0.00002323007,0.0000457254,0.00024779,0.00001929538,0.00005252666,0.00001324549,0.0003415823,0.0007056695],"study_design_scores_gemma":[0.000003076012,0.000009348661,0.9993013,0.00001573817,0.000009295259,0.00003122027,0.0003116766,0.00004126818,0.000007293713,0.000004691728,0.0002631731,0.000001987789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930992,0.0004578963,0.00004456573,0.0002785746,0.000006031069,0.0000435115,0.004673385,0.000004816171,0.001392009],"genre_scores_gemma":[0.99713,0.0004175836,0.00007580889,0.0001090532,0.000008518364,0.00002870261,0.001853751,0.000002127873,0.0003744727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07328933,"threshold_uncertainty_score":0.1474419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01382668136511022,"score_gpt":0.2332099657073247,"score_spread":0.2193832843422145,"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."}}