{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001294639,0.0001752062,0.0005459133,0.0003278221,0.000161954,0.00008143677,0.0002179252,0.00007144236,0.0002208513],"category_scores_gemma":[0.0005487668,0.000180827,0.00001865537,0.0005593737,0.0001233692,0.0002833128,0.0002815172,0.0003171909,0.00009728965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002195574,"about_ca_system_score_gemma":0.0003764468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003382679,"about_ca_topic_score_gemma":0.001968213,"domain_scores_codex":[0.9971821,0.000410772,0.0005528259,0.0006547709,0.0007702691,0.0004292067],"domain_scores_gemma":[0.9984053,0.000119485,0.0001323487,0.0008013085,0.0002508649,0.0002907423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000132663,0.00358399,0.9849463,0.0003165693,0.0002002226,0.0001079381,0.002747337,1.753198e-8,0.006721954,0.00001199641,0.00008850615,0.001142467],"study_design_scores_gemma":[0.003489882,0.003995802,0.9519851,0.0007683247,0.0001593285,0.000008343482,0.001571306,0.009302391,0.02832745,0.00004532402,0.00009381092,0.0002529569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961705,0.0002906085,0.00004608525,0.0008642435,0.00002619743,0.002127367,0.00005260269,0.00005547667,0.0003669529],"genre_scores_gemma":[0.9975445,0.0001824435,0.001549141,0.0001524269,0.0001262541,0.00008713621,0.000218866,0.00003580293,0.0001033948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03296126,"threshold_uncertainty_score":0.7373913,"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."}}