{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00752998,0.0003774404,0.0005640633,0.0002054206,0.0003015416,0.00001289865,0.00087178,0.0007252267,0.004518542],"category_scores_gemma":[0.004521484,0.000269641,0.0004480929,0.0003522608,0.0003659482,0.0001358357,0.001024983,0.005371599,0.0002884845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009759988,"about_ca_system_score_gemma":0.001052531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001295642,"about_ca_topic_score_gemma":0.0000134001,"domain_scores_codex":[0.99424,0.003102047,0.001121309,0.0006095761,0.0004955475,0.0004314948],"domain_scores_gemma":[0.984659,0.01327532,0.001073651,0.0005526388,0.0002193466,0.0002200306],"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":[0.0108102,0.005109043,0.003769661,0.001924444,0.004409382,0.00006117865,0.007027944,0.01340855,0.01467132,0.002355084,0.2305512,0.7059019],"study_design_scores_gemma":[0.01793738,0.0009284154,0.006998655,0.0005015799,0.01379364,0.00002816233,0.002626535,0.07636632,0.02349335,0.004181154,0.8514799,0.001664919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8925893,0.00275875,0.0001417767,0.007460671,0.01641532,0.002148963,0.0001642962,0.0002447792,0.07807609],"genre_scores_gemma":[0.9622908,0.004084161,0.0002713299,0.006429365,0.001448673,0.0001748225,0.00009165971,0.00002184461,0.02518734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.704237,"threshold_uncertainty_score":0.9999756,"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."}}