{"id":"W4386828832","doi":"10.2196/preprints.52495","title":"Characterizing and Comparing Adverse Drug Events Documented in 2 Spontaneous Reporting Systems in the Lower Mainland of British Columbia, Canada: Retrospective Observational Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Adverse Event Reporting System; Pharmacovigilance; Culprit; Adverse effect; Observational study; Emergency medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002887864,0.0007224504,0.001001157,0.004733003,0.003106664,0.002814697,0.002857477,0.0009571868,0.00274207],"category_scores_gemma":[0.01503256,0.001140939,0.0008936207,0.01671026,0.001459628,0.0009425482,0.002232143,0.001203743,0.0005595559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0411118,"about_ca_system_score_gemma":0.05442007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9921553,"about_ca_topic_score_gemma":0.9925663,"domain_scores_codex":[0.9924839,0.0006972717,0.001659197,0.001298019,0.002475261,0.001386386],"domain_scores_gemma":[0.9667175,0.002933027,0.01171212,0.001586001,0.01378789,0.003263488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000852425,0.00002852297,0.9950532,0.0001540763,0.0001020239,0.00007187619,0.0005616811,0.00006189335,0.00006907831,0.00004908917,0.001661466,0.002101772],"study_design_scores_gemma":[0.00001428806,0.00003689712,0.996382,0.0001902233,0.00006606623,0.00009132097,0.001919264,0.0002184205,0.00006840408,0.00001755324,0.0009730051,0.00002255944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643432,0.002405722,0.0005384203,0.0005391039,0.00004373028,0.0004829753,0.02895512,0.00005573307,0.002636044],"genre_scores_gemma":[0.986169,0.001691725,0.0005874887,0.0006378516,0.00002757586,0.0003357192,0.009367674,0.00002884408,0.001154115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0411118,"threshold_uncertainty_score":0.2982883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1442568060989251,"score_gpt":0.3969695866055706,"score_spread":0.2527127805066455,"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."}}