{"id":"W2904709361","doi":"10.1002/cld.760","title":"Hepatitis C Virus Diagnostics: The Road to Simplification","year":2018,"lang":"en","type":"review","venue":"Clinical Liver Disease","topic":"Hepatitis C virus research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research; Toronto Liver Centre; University of Toronto","funders":"","keywords":"Virology; Hepatitis C virus; Hepatitis a virus; Medicine; Virus; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001276391,0.0004539698,0.001646332,0.0001683266,0.0001888048,0.00009678023,0.0007659068,0.00039624,0.001392009],"category_scores_gemma":[0.01934944,0.0002878651,0.001216601,0.0005279675,0.0005445891,0.00006242833,0.0004665038,0.000976131,0.0254888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002248193,"about_ca_system_score_gemma":0.001589715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005614026,"about_ca_topic_score_gemma":0.0002107208,"domain_scores_codex":[0.9950495,0.001068497,0.001501818,0.0009977453,0.0008252832,0.0005570976],"domain_scores_gemma":[0.9916547,0.003337377,0.0003111163,0.002160149,0.0004305967,0.00210606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006196068,0.0003764885,0.004350934,0.003479885,0.0001927985,0.0002931761,0.0000128136,2.342304e-8,8.12635e-9,0.00005829211,0.1052679,0.8859057],"study_design_scores_gemma":[0.0002281068,0.0003250662,0.0329482,0.006574373,0.00223819,0.000003465331,8.974104e-7,0.00003583193,6.19988e-8,0.00003709863,0.9573148,0.0002939174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000137981,0.9924434,0.00006746798,0.0006774741,0.0006255485,0.003829662,0.001020137,0.0001021292,0.001096221],"genre_scores_gemma":[0.00008589023,0.9913419,0.0001173454,0.002280725,0.003125255,0.0008174563,0.0005765833,0.0001165331,0.001538235],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8856118,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2360234852643675,"score_gpt":0.501985147977424,"score_spread":0.2659616627130565,"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."}}