{"id":"W2589043796","doi":"10.1002/prp2.298","title":"Antibiotic-associated suspected adverse drug reactions among hospitalized patients in Uganda: a prospective cohort study","year":2017,"lang":"en","type":"article","venue":"Pharmacology Research & Perspectives","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; African Population and Health Research Center; International Development Research Centre; Wellcome Trust; Wellcome","keywords":"Medicine; Ethambutol; Rifampicin; Pyrazinamide; Prospective cohort study; Incidence (geometry); Antibiotics; Internal medicine; Isoniazid; Tuberculosis; Toxic epidermal necrolysis; Rash; Ceftriaxone; Pediatrics; Dermatology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001952718,0.0003553052,0.0007125578,0.0005786387,0.002317013,0.00007846513,0.0009064147,0.0003076044,0.00105873],"category_scores_gemma":[0.001600114,0.0003222198,0.0001494669,0.0004910914,0.002772509,0.0005067227,0.0004825974,0.00180012,0.0003353232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008389943,"about_ca_system_score_gemma":0.0002432363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005611992,"about_ca_topic_score_gemma":0.004497464,"domain_scores_codex":[0.9950832,0.001818637,0.0004966421,0.001147691,0.00025358,0.001200318],"domain_scores_gemma":[0.9973551,0.0004006739,0.0003620316,0.0006844361,0.001101963,0.00009578564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008718215,0.007004512,0.96786,0.00001562611,0.001299229,0.0001295752,0.009834201,0.000001626649,0.009232023,0.0001552829,0.003571415,0.00002467573],"study_design_scores_gemma":[0.009194233,0.0005647381,0.9677281,0.00007175203,0.0001231623,0.000002445817,0.01642934,0.000006198619,0.005302004,0.0001220612,0.0001298445,0.000326053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840184,0.0004953152,9.079777e-7,0.0004300517,0.0008937494,0.003750091,0.00004765688,0.000133648,0.01023013],"genre_scores_gemma":[0.9911081,0.0005639166,0.000006983977,0.00001239848,0.00007268276,0.0001308016,0.00003590217,0.00004502845,0.00802425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008322412,"threshold_uncertainty_score":0.9999413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913130975348347,"score_gpt":0.3588298893884654,"score_spread":0.339698579634982,"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."}}