{"id":"W4317039038","doi":"10.21203/rs.3.rs-2057583/v1","title":"Clinical utility of overviews on adverse events of pharmacological interventions","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of British Columbia; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Adverse effect; Psychological intervention; Intensive care medicine; Medicine; Pharmacology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2580523,0.001481424,0.00381823,0.02108927,0.0009365344,0.004008233,0.001271185,0.001213986,0.002816851],"category_scores_gemma":[0.4815921,0.0007790761,0.00865415,0.01207238,0.002089591,0.005376736,0.006192769,0.001916782,0.000253495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002836048,"about_ca_system_score_gemma":0.003487086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008062645,"about_ca_topic_score_gemma":0.001980672,"domain_scores_codex":[0.6955731,0.1803404,0.07740133,0.007216118,0.03801816,0.001450824],"domain_scores_gemma":[0.2638463,0.6070561,0.07963055,0.008580281,0.03917765,0.001709122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01154824,0.0003609918,0.2780345,0.1703166,0.03268139,0.0004704506,0.01131331,0.004852724,0.002169608,0.004144131,0.007906031,0.476202],"study_design_scores_gemma":[0.00415957,0.01272622,0.6819474,0.1298672,0.07648084,0.002330284,0.01166328,0.01608741,0.006635257,0.02738816,0.02976081,0.0009534358],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5859928,0.2781523,0.0588068,0.01165682,0.002091188,0.01994937,0.01588343,0.0006861361,0.02678118],"genre_scores_gemma":[0.9327317,0.01441962,0.04452768,0.0009196622,0.0004921067,0.004917023,0.00168609,0.0000337463,0.0002722566],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2580523,"threshold_uncertainty_score":0.9149536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7382222756657683,"score_gpt":0.6822530476923189,"score_spread":0.05596922797344939,"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."}}