{"id":"W4328025794","doi":"10.1055/s-0042-1760055","title":"Changing HCV patient profiles: insights from a large multinational real-world sofosbuvir/velpatasvir (SOF/VEL) dataset","year":2023,"lang":"en","type":"article","venue":"Zeitschrift für Gastroenterologie","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Infectious Diseases Centre; University of Regina; University of British Columbia; Saskatchewan Science Centre; William Osler Health System; Community Based Research Centre; University of Saskatchewan; University of Alberta","funders":"","keywords":"Sofosbuvir; Multinational corporation; Real world data; Medicine; Virology; Intensive care medicine; Business; Computer science; Data science; Hepatitis C virus; Ribavirin; Virus; Finance","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006595822,0.0004815789,0.0006751035,0.001307779,0.0003579943,0.00009268479,0.0005222927,0.0001868736,0.000843672],"category_scores_gemma":[0.0008061953,0.0004230526,0.0001847126,0.001159491,0.0001750556,0.0003898509,0.001118167,0.0008119363,0.002426444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009209781,"about_ca_system_score_gemma":0.0002092508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005004223,"about_ca_topic_score_gemma":0.0007891694,"domain_scores_codex":[0.9946467,0.0004118997,0.0007819234,0.001058244,0.001364455,0.001736822],"domain_scores_gemma":[0.9976242,0.0003268199,0.0002201175,0.001064619,0.0002487239,0.0005155545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00177164,0.001725466,0.7120012,0.0003134537,0.0007501515,0.003547773,0.002424799,0.00008448218,0.01064614,0.001105651,0.231247,0.03438227],"study_design_scores_gemma":[0.008106325,0.002024717,0.4439231,0.0005348416,0.0001554392,0.00001794255,0.001303517,0.01156699,0.005800102,0.0000783716,0.5258786,0.0006099885],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664667,0.00009613028,0.0008795171,0.00237766,0.0005991177,0.001820075,0.02331747,0.0009012181,0.003542082],"genre_scores_gemma":[0.950078,0.000225386,0.001753656,0.002113968,0.0004475966,0.0004307457,0.04442258,0.000101094,0.0004270153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2946316,"threshold_uncertainty_score":0.9998221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04342335026396457,"score_gpt":0.3528491441543664,"score_spread":0.3094257938904018,"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."}}