{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003527855,0.0002840612,0.0001785418,0.0006827228,0.001353364,0.0007741186,0.0005049033,0.0002847367,0.007377473],"category_scores_gemma":[0.001165165,0.0001773952,0.0007649328,0.001160061,0.0002757375,0.000279952,0.0005899275,0.0007629491,0.0008689724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01390097,"about_ca_system_score_gemma":0.02695935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9723022,"about_ca_topic_score_gemma":0.9833525,"domain_scores_codex":[0.9995719,0.00002203712,0.00001998996,0.00004334335,0.0001708573,0.0001718636],"domain_scores_gemma":[0.9990141,0.00002427423,0.0002365226,0.00002439724,0.0004707566,0.0002298612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000700841,0.00002612341,0.9464888,0.0001150224,0.0001166243,0.0001226599,0.0001622824,0.0003285366,0.0003025836,0.0006237089,0.02409728,0.02754624],"study_design_scores_gemma":[0.00002015842,0.00002440189,0.9710314,0.0001852116,0.0001526198,0.0005305732,0.000677469,0.001035371,0.0002057717,0.0003065591,0.02581345,0.00001694996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8761833,0.008754712,0.001653297,0.01083566,0.0004161036,0.0001734853,0.06290547,0.000370904,0.03870701],"genre_scores_gemma":[0.9652452,0.005029066,0.001757143,0.00161994,0.0001075873,0.00006805558,0.01492748,0.00002948506,0.01121604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0276978,"threshold_uncertainty_score":0.1008591,"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."}}