{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008560759,0.0002687483,0.0004880235,0.0007396729,0.0006998163,0.00005877221,0.0001332777,0.00007164913,0.0004703272],"category_scores_gemma":[0.0001312123,0.0002118438,0.0001648784,0.001150443,0.0001134007,0.0001264726,0.00003273035,0.000297059,0.00001374316],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004769459,"about_ca_system_score_gemma":0.001064986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003100406,"about_ca_topic_score_gemma":0.003000562,"domain_scores_codex":[0.9958544,0.000658914,0.0002913309,0.0006736312,0.001747611,0.0007741637],"domain_scores_gemma":[0.9971286,0.0003971649,0.00006333285,0.0006489822,0.001216211,0.0005457268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01274844,0.006307567,0.4896899,0.0002211132,0.001746822,0.0002685949,0.1056843,0.0008119472,0.004719432,0.00006283182,0.000931224,0.3768078],"study_design_scores_gemma":[0.03117518,0.2063141,0.7149733,0.0005138883,0.0002812994,0.00002345874,0.008622862,0.01209202,0.02270399,0.0001692904,0.002508427,0.0006221581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899024,0.001111622,0.00000680393,0.0001311607,0.00003176482,0.007084402,0.0009573878,0.00004663919,0.0007277695],"genre_scores_gemma":[0.9915349,0.001853641,0.00026619,0.00001639625,0.00006098332,0.004860349,0.0009634408,0.0000574823,0.0003865706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3761857,"threshold_uncertainty_score":0.999051,"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."}}