{"id":"W3154219648","doi":"10.15173/m.v1i28.2620","title":"The implications of antimalarial overprescription","year":2021,"lang":"en","type":"article","venue":"The Meducator","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"MEDLINE; Medicine; Data science; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008657251,0.0003029613,0.0004960087,0.001401067,0.001189248,0.003216044,0.0008170565,0.003023681,0.006349768],"category_scores_gemma":[0.09136468,0.0002029163,0.000843438,0.00132693,0.001855049,0.002411791,0.001323864,0.004907554,0.0004963427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300773,"about_ca_system_score_gemma":0.004756453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00833601,"about_ca_topic_score_gemma":0.01079284,"domain_scores_codex":[0.9882767,0.006342029,0.001026235,0.0005777012,0.003329211,0.000448093],"domain_scores_gemma":[0.9291849,0.03970659,0.01842077,0.001314286,0.009213236,0.002160229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001294448,0.0003466607,0.1449721,0.00183171,0.00057144,0.00826761,0.001523622,0.001371042,0.001194143,0.0638515,0.1037109,0.6710649],"study_design_scores_gemma":[0.000364107,0.001034312,0.2725648,0.01348215,0.001735086,0.0279888,0.01032331,0.006532467,0.003311734,0.1411528,0.521167,0.0003433327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05268484,0.1094026,0.001274934,0.7686093,0.003134595,0.00002981203,0.0006101223,0.00003655229,0.06421725],"genre_scores_gemma":[0.8503849,0.05873413,0.00171313,0.07770684,0.007840203,0.00002098854,0.0001578079,0.00002546587,0.003416544],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008657251,"threshold_uncertainty_score":0.04578447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261916288228244,"score_gpt":0.4697779505145355,"score_spread":0.343586321691711,"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."}}