{"id":"W4388524816","doi":"10.3390/pharmacy11060174","title":"Off-Label and Unlicenced Medicine Use among Hospitalised Children in South Africa: Practice and Policy Implications","year":2023,"lang":"en","type":"article","venue":"Pharmacy","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Medical Research Council","keywords":"Medicine; Formulary; Off-label use; Family medicine; Demographics; Medical record; Public health; Pediatrics; Medical emergency; Emergency medicine; Demography; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001335948,0.0001358878,0.0001666946,0.001224423,0.0005682861,0.001044377,0.0004834261,0.0005420817,0.002557185],"category_scores_gemma":[0.007231569,0.0001694242,0.0001502688,0.002122878,0.001045865,0.001075649,0.001186751,0.000543529,0.0001235387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001856106,"about_ca_system_score_gemma":0.003132805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03823991,"about_ca_topic_score_gemma":0.04488277,"domain_scores_codex":[0.9990141,0.0004441006,0.0001226097,0.00009954019,0.00009471228,0.0002248099],"domain_scores_gemma":[0.9925947,0.002134429,0.004011854,0.0001037868,0.0003004969,0.0008547336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004516587,0.00003282774,0.9798853,0.0004766158,0.00001357243,0.0007201291,0.004020441,0.00007229685,0.0003145099,0.0003461452,0.00075207,0.01332106],"study_design_scores_gemma":[0.000006588614,0.00006308729,0.9751287,0.000864692,0.00001290635,0.0008477717,0.02070102,0.0001562279,0.0001126035,0.0002207939,0.001874981,0.00001064456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861129,0.004605421,0.00005427084,0.007263907,0.00001721371,0.00002155595,0.0003549428,0.00000334143,0.00156648],"genre_scores_gemma":[0.9950094,0.004380892,0.0001139899,0.0002870179,0.00002243485,0.00001421573,0.000062539,9.474761e-7,0.0001087008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03823991,"threshold_uncertainty_score":0.07603461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1188560701179293,"score_gpt":0.4378471310319216,"score_spread":0.3189910609139923,"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."}}