{"id":"W4386563478","doi":"10.12927/hcpol.2023.27157","title":"Reforming Paediatric Drug Regulations in Canada: A Clinical and an Access Imperative","year":2023,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; The King's University; Western University; Hospital for Sick Children","funders":"","keywords":"Formulary; Medicine; Listing (finance); Mandate; Drug; Intensive care medicine; Family medicine; Medical emergency; Pediatrics; Business; Finance; Political science; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004729017,0.00008201517,0.0002341381,0.0001355596,0.0001556634,0.00001437129,0.00005469892,0.00004056994,0.00001402863],"category_scores_gemma":[0.0005730373,0.00006562101,0.00002088547,0.0008068096,0.00004088692,0.0001784346,0.0001013171,0.0003183992,0.000005563282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000311793,"about_ca_system_score_gemma":0.002220408,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9527081,"about_ca_topic_score_gemma":0.9537905,"domain_scores_codex":[0.9988137,0.0001724168,0.0003309106,0.0002042773,0.0001533729,0.0003253485],"domain_scores_gemma":[0.9990031,0.0003739702,0.00006053765,0.0001272555,0.00006122881,0.0003738999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000094511,0.0000274322,0.8885528,0.0001500631,0.00001801719,0.00006876056,0.001132382,0.000003045795,0.000002660033,0.001163796,0.002879591,0.1059069],"study_design_scores_gemma":[0.0006318896,0.00006223835,0.9771093,0.00003061811,0.00001479852,0.00001334827,0.001378652,0.001082335,0.000007293158,0.0004379922,0.0191554,0.00007610991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8199527,0.0007834296,2.83728e-7,0.1783058,0.00009824443,0.0002369835,0.00002118254,0.00003024384,0.0005711543],"genre_scores_gemma":[0.9867479,0.004945648,0.0000249417,0.007337952,0.0007766061,0.00002358755,0.0000162511,0.000009908972,0.0001172713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1709679,"threshold_uncertainty_score":0.3938909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2071986016371448,"score_gpt":0.5511821916944021,"score_spread":0.3439835900572573,"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."}}