{"id":"W3174643281","doi":"10.1002/hep.32032","title":"NAFLD and Alcohol‐Associated Liver Disease Will Be Responsible for Almost All New Diagnoses of Cirrhosis in Canada by 2040","year":2021,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Cirrhosis; Medicine; Liver disease; Medical diagnosis; Alcoholic liver disease; Alcohol; Gastroenterology; Disease; Internal medicine; Intensive care medicine; Pathology; Biology; Biochemistry","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":[0.00005180423,0.0001454865,0.000442806,0.00005497864,0.00002928753,0.00000511546,0.00003984513,0.00006884874,0.0002537457],"category_scores_gemma":[0.0004787992,0.0001376632,0.0000749832,0.0001360501,0.00004294757,0.00004613317,0.00004682698,0.00006037766,0.000001229187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793639,"about_ca_system_score_gemma":0.002846391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7085648,"about_ca_topic_score_gemma":0.8141485,"domain_scores_codex":[0.9989125,0.00008983143,0.0002483055,0.0003215714,0.0001400952,0.0002877645],"domain_scores_gemma":[0.9986557,0.0005899234,0.00007892639,0.0002074386,0.000102982,0.0003649842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003403879,0.0005229978,0.9030954,0.00008924889,0.0002571846,0.001107955,0.00008288537,4.865415e-7,0.00009811466,0.0001705448,0.09345561,0.0007791999],"study_design_scores_gemma":[0.004367254,0.0001759357,0.9637403,0.0001368979,0.0006822682,0.00001615518,0.00005970042,0.0002239527,0.004125134,0.0001462719,0.02616375,0.0001623731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755949,0.01257548,0.000001474224,0.01053906,0.00008728627,0.0003930391,0.0007279157,0.000009930302,0.00007085997],"genre_scores_gemma":[0.9913111,0.004086745,0.00008893188,0.003490665,0.00001560144,0.0001075225,0.0005008516,0.00001797162,0.0003806519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1055837,"threshold_uncertainty_score":0.5613744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163122597492087,"score_gpt":0.2752647332264574,"score_spread":0.2436335072515366,"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."}}