{"id":"W4415051143","doi":"10.22541/au.176011395.59425096/v1","title":"EVALUATING THE EFFICACY OF A VIRTUAl PAEDIATRIC ADVERSE DRUG REACTION CLINIC","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Adverse effect; Drug; Adverse drug reaction; Drug reaction; MEDLINE","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":[0.007713678,0.0002330194,0.0003218048,0.0006095655,0.0004877818,0.000991478,0.0006385269,0.000469657,0.00339371],"category_scores_gemma":[0.02576528,0.0001932065,0.0004195017,0.0003862464,0.0004169537,0.0006974004,0.001133226,0.0004323901,0.0003829045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102056,"about_ca_system_score_gemma":0.001401504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002414295,"about_ca_topic_score_gemma":0.003305406,"domain_scores_codex":[0.988919,0.008742039,0.0005313944,0.0003829232,0.001076821,0.0003477857],"domain_scores_gemma":[0.9593794,0.02522364,0.00532055,0.001451914,0.002712906,0.005911533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01228959,0.02104732,0.7345002,0.0006410399,0.0003413556,0.0008894324,0.003263928,0.004862675,0.003121811,0.0002746826,0.002529057,0.2162389],"study_design_scores_gemma":[0.00263315,0.1155415,0.850756,0.0002109629,0.0003511489,0.001443064,0.00618183,0.01311715,0.003614728,0.0001466187,0.005874265,0.0001294894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970874,0.00005987303,0.0004062713,0.0001634742,0.00001556977,0.0002642236,0.0001429515,0.00003242898,0.001827709],"genre_scores_gemma":[0.9970568,0.00006873214,0.002139964,0.0001166099,0.00002519795,0.0001839191,0.0001290207,0.000005519158,0.0002741609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007713678,"threshold_uncertainty_score":0.04079431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2958021108641601,"score_gpt":0.5724206233214422,"score_spread":0.276618512457282,"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."}}