{"id":"W4291130970","doi":"10.1177/11782218221119068","title":"Impact of an Accelerated Pretreatment Evaluation on Linkage-to-Care for Hepatitis C-infected Persons Who Inject Drugs","year":2022,"lang":"en","type":"article","venue":"Substance Abuse Research and Treatment","topic":"Hepatitis C virus research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"Gilead Sciences","keywords":"Medicine; Cohort; Transient elastography; Hepatitis C; Internal medicine; Prospective cohort study; Cohort study; Hepatitis C virus; Emergency medicine; Virus; Immunology","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":[0.008959645,0.0002687302,0.0002998184,0.0004332224,0.001140242,0.001031447,0.0008534396,0.0005897465,0.002489613],"category_scores_gemma":[0.02663414,0.0002798073,0.0005596288,0.0003248639,0.0004612373,0.0009312105,0.002546528,0.0008232602,0.0001818249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017094,"about_ca_system_score_gemma":0.005026306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0126852,"about_ca_topic_score_gemma":0.01619734,"domain_scores_codex":[0.9936448,0.004349884,0.000214395,0.0003631237,0.0005842987,0.0008434203],"domain_scores_gemma":[0.9848888,0.005091991,0.004279771,0.0009617585,0.0009986754,0.003779097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005525889,0.008845695,0.8479688,0.0002095699,0.000114574,0.0002519188,0.002160353,0.0009176407,0.0008386296,0.0003184767,0.001655238,0.1311932],"study_design_scores_gemma":[0.0005807866,0.01699248,0.9752712,0.0001694164,0.0001038931,0.0002462287,0.001726264,0.002992516,0.0004114025,0.000147484,0.001330146,0.00002817674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984912,0.00008211162,0.0001546819,0.0002855228,0.00001193287,0.0002100426,0.00004653677,0.000011689,0.0007064555],"genre_scores_gemma":[0.9987894,0.00006246979,0.0007146559,0.00009116613,0.00002094403,0.0001424005,0.00006584566,0.000001832007,0.0001112992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0126852,"threshold_uncertainty_score":0.04738373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269750983015991,"score_gpt":0.4552534376365435,"score_spread":0.3282783393349443,"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."}}