{"id":"W2408232668","doi":"10.1177/003335491412900110","title":"Accuracy of Physician Reporting in Routine Public Health Surveillance for Hepatitis C Virus Infection","year":2014,"lang":"en","type":"article","venue":"Public Health Reports","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Medicine; Public health; Family medicine; Risk factor; Hepatitis C virus; Internal medicine; Immunology; Virus; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02361066,0.000260229,0.001328309,0.0007026047,0.0002332965,0.00007455753,0.0001016676,0.000148833,0.00004258173],"category_scores_gemma":[0.04320054,0.0002600354,0.0001968713,0.001343455,0.00009686573,0.0004453116,0.00009241455,0.0004912509,0.000005851664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144839,"about_ca_system_score_gemma":0.005563142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07192526,"about_ca_topic_score_gemma":0.02872002,"domain_scores_codex":[0.991321,0.0007625665,0.004541239,0.0007863827,0.0009896588,0.001599185],"domain_scores_gemma":[0.990564,0.000548941,0.005904815,0.001044845,0.0009343692,0.001002961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001051602,0.000276581,0.6438476,0.0008939822,0.00001953844,0.00002688787,0.0003098788,0.000002687316,0.00006719867,0.0001690048,0.001398523,0.3529776],"study_design_scores_gemma":[0.0007662895,0.000679686,0.7574771,0.0001964862,0.000001848289,0.0001340094,0.00001835479,0.001877673,0.00009783424,0.0001626235,0.2384177,0.0001704359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9237967,0.000484911,0.01159407,0.05637733,0.0006220592,0.003192198,0.00003139197,0.0002320087,0.003669298],"genre_scores_gemma":[0.9921317,0.001416098,0.001121358,0.004108544,0.0003908788,0.0003321409,0.0003273171,0.00007013653,0.0001018493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3528072,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1371218673264605,"score_gpt":0.4239557587052309,"score_spread":0.2868338913787705,"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."}}