{"id":"W3213545386","doi":"10.1051/e3sconf/202131901042","title":"Risk Management Assessments of Anti-tuberculosis Adverse Drug Reaction: A Systematic Review","year":2021,"lang":"en","type":"review","venue":"E3S Web of Conferences","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Discontinuation; Adverse effect; Medical prescription; Intensive care medicine; Tuberculosis; MEDLINE; Systematic review; Pharmacology; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001507251,0.0006119556,0.004361083,0.0003448149,0.0001487504,0.00001322605,0.0006957744,0.0003449997,0.00157439],"category_scores_gemma":[0.0001180454,0.0004977335,0.001204396,0.0007706218,0.0002115785,0.0001925903,0.0001808302,0.001114009,0.0001377815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009973662,"about_ca_system_score_gemma":0.00133668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003757321,"about_ca_topic_score_gemma":0.000008116027,"domain_scores_codex":[0.9945782,0.0019924,0.002001206,0.0005659263,0.0004803756,0.0003819194],"domain_scores_gemma":[0.9951956,0.0008491128,0.002836202,0.0006262358,0.0003101748,0.0001827215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006972516,0.0004789475,0.00008571951,0.9467288,0.005717061,0.00006084896,0.00003173576,0.000007174826,0.00001057197,0.001184305,0.004977291,0.04071056],"study_design_scores_gemma":[0.0003251309,0.00002097773,0.000004478848,0.2906864,0.02505114,0.00002711405,0.0002022449,0.00002483351,0.00006273079,0.00001502374,0.6832506,0.0003293066],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006722238,0.9570721,0.00000461009,0.0000411692,0.001309276,0.002435796,0.0005404425,0.00005117983,0.03847818],"genre_scores_gemma":[0.003206139,0.9941038,0.00004635302,0.0001704967,0.00009637474,0.0005465698,0.0002702666,0.00003366211,0.00152631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6782733,"threshold_uncertainty_score":0.9997475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354421029015658,"score_gpt":0.4835740092919583,"score_spread":0.3481319063903925,"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."}}