{"id":"W4220937546","doi":"10.3138/jammi-2021-0028","title":"HCV reflex testing: A single-sample, low-contamination method that improves the diagnostic efficiency of HCV testing among patients in Alberta, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Hepatitis C virus research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Reflex; Hepatitis C virus; Serology; Internal medicine; Hepatitis C; Diagnostic test; Antibody; Gastroenterology; Virology; Immunology; Virus; Veterinary medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001607155,0.0004155368,0.0003603668,0.0008632577,0.001278317,0.0007511778,0.001300344,0.0003964671,0.002250358],"category_scores_gemma":[0.002916029,0.0003255708,0.0002383217,0.0009798066,0.0007753315,0.0003178268,0.0007515703,0.0004089321,0.0002993026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01322898,"about_ca_system_score_gemma":0.02255349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9355102,"about_ca_topic_score_gemma":0.9514948,"domain_scores_codex":[0.9982364,0.0002965706,0.00008847594,0.0002462073,0.0008899661,0.0002422876],"domain_scores_gemma":[0.9976614,0.000262471,0.0002313091,0.00007432012,0.001254103,0.0005163975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001564756,0.0007085695,0.7938695,0.0003681537,0.00006542022,0.001606153,0.002025444,0.000834315,0.01178638,0.0002994426,0.008727493,0.1781444],"study_design_scores_gemma":[0.0001659553,0.001109984,0.9827777,0.0001040642,0.00007969187,0.00143521,0.001341752,0.004238814,0.0025694,0.00005843586,0.00606187,0.00005714118],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830141,0.002391085,0.004780351,0.00111817,0.00006798666,0.0005987892,0.0007444735,0.0003483293,0.006936755],"genre_scores_gemma":[0.9843383,0.00110709,0.01053522,0.0007283999,0.00003896809,0.00007617787,0.000531144,0.00005558949,0.002589182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06448984,"threshold_uncertainty_score":0.1297392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144954401213177,"score_gpt":0.2569416573366858,"score_spread":0.2454921133245541,"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."}}