{"id":"W4224274179","doi":"10.1117/12.2628030","title":"Prediction of Hepatitis C based on liver function test features","year":2022,"lang":"en","type":"article","venue":"International Conference on Statistics, Applied Mathematics, and Computing Science (CSAMCS 2021)","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hepatitis; Hepatitis C; Liver disease; Medicine; Test (biology); Liver function tests; Acute hepatitis; Liver function; Correlation; Blood test; Artificial intelligence; Internal medicine; Hepatitis A; Hepatitis B; Algorithm; Gastroenterology; Mathematics; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00112943,0.0007464006,0.0004688339,0.001731557,0.0001517836,0.0008676758,0.0002968696,0.0006114446,0.001964759],"category_scores_gemma":[0.006136859,0.0001842705,0.0009099516,0.0006184682,0.0001805711,0.0005922464,0.0003889557,0.0007110226,0.0009719733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003291433,"about_ca_system_score_gemma":0.0004310164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003998018,"about_ca_topic_score_gemma":0.002598338,"domain_scores_codex":[0.9996445,0.00008568156,0.00003544998,0.00009196622,0.00007521686,0.00006724863],"domain_scores_gemma":[0.9966911,0.002073863,0.0004560832,0.0001720778,0.0003657061,0.0002411119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006329378,0.0002250731,0.9283116,0.00005235065,0.0001455794,0.0001853217,0.0000247157,0.02906425,0.00109968,0.0002062741,0.002749559,0.03730267],"study_design_scores_gemma":[0.0000486982,0.0004145344,0.3492873,0.00003829141,0.0001394233,0.0004237067,0.0001097609,0.6456364,0.001531996,0.001296748,0.001038995,0.00003423678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650173,0.0009638697,0.02549718,0.0008189264,0.00009134142,0.0001011444,0.005333691,0.0004203435,0.00175613],"genre_scores_gemma":[0.9895791,0.0002400467,0.005137064,0.00005432658,0.00007313948,0.00003227267,0.004086614,0.00001812979,0.0007792079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003998018,"threshold_uncertainty_score":0.007949471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05534390018652898,"score_gpt":0.3101952230536889,"score_spread":0.2548513228671599,"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."}}