{"id":"W2888364689","doi":"10.1371/journal.pone.0201120","title":"Identifying cirrhosis, decompensated cirrhosis and hepatocellular carcinoma in health administrative data: A validation study","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Hepatitis C virus research","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; Public Health Ontario; University of Toronto; University Health Network; Queen's University; McGill University; Institute for Clinical Evaluative Sciences","funders":"Canadian Institutes of Health Research; University of Toronto; Ontario Ministry of Health and Long-Term Care; Physicians' Services Incorporated Foundation; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Cirrhosis; Hepatocellular carcinoma; Medicine; Internal medicine; Gastroenterology","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":[0.06010303,0.0009292309,0.000546112,0.001843703,0.0008854294,0.001878296,0.0025609,0.001383967,0.0008105599],"category_scores_gemma":[0.1204032,0.0006734164,0.001578674,0.00208251,0.002270489,0.001650625,0.001984715,0.001589395,0.0005017904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171029,"about_ca_system_score_gemma":0.003558853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01018842,"about_ca_topic_score_gemma":0.009950591,"domain_scores_codex":[0.9608006,0.0285875,0.002113976,0.002572679,0.004659401,0.001265798],"domain_scores_gemma":[0.8287838,0.1000169,0.02493092,0.02361282,0.01941781,0.003237898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002655695,0.0002780881,0.9962714,0.00003906402,0.0001811721,0.00002675634,0.0002677777,0.0003330844,0.0001099532,0.00008126118,0.0002105344,0.001935373],"study_design_scores_gemma":[0.0002139445,0.0008405772,0.9894909,0.0001425508,0.0002326984,0.0002847143,0.000709908,0.00617037,0.00058679,0.00026302,0.001034125,0.0000304058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950702,0.0001939373,0.002330763,0.0001658494,0.00002462119,0.0005220613,0.001032616,0.00001689632,0.0006429022],"genre_scores_gemma":[0.9939261,0.00007175603,0.002745986,0.0001564593,0.00002206967,0.0002413229,0.002737921,0.00001275347,0.00008578986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06010303,"threshold_uncertainty_score":0.317859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4023796781089775,"score_gpt":0.422168114979353,"score_spread":0.01978843687037546,"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."}}