{"id":"W4248970304","doi":"10.5195/jmla.2016.15","title":"Effectiveness of adverse effects search filters: drugs versus medical devices","year":2016,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Agency for Drugs and Technologies in Health","funders":"","keywords":"MEDLINE; Medicine; Adverse effect; Medical record; Search engine indexing; Emergency medicine; Medical emergency; Information retrieval; Surgery; Computer science; Pharmacology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1458872,0.001507506,0.004159851,0.01498098,0.001114294,0.005520904,0.001745436,0.003741304,0.002143798],"category_scores_gemma":[0.552718,0.001020921,0.004901111,0.007937228,0.00157519,0.007860744,0.002400493,0.000805231,0.0005460401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00268233,"about_ca_system_score_gemma":0.004114855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004201412,"about_ca_topic_score_gemma":0.005576388,"domain_scores_codex":[0.8065485,0.09515677,0.05851252,0.0113323,0.02654547,0.001904474],"domain_scores_gemma":[0.197697,0.7296242,0.04807215,0.007594875,0.01567624,0.001335477],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0557758,0.001529156,0.5655647,0.0376175,0.01500576,0.0005695762,0.003467311,0.002802372,0.005297041,0.0007030042,0.004055971,0.3076118],"study_design_scores_gemma":[0.006249105,0.03645317,0.7927315,0.02542006,0.04700699,0.005862387,0.003257495,0.03026496,0.02770545,0.002476116,0.0215028,0.001070114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8530109,0.1165525,0.008684056,0.002937159,0.00061087,0.003149768,0.005542509,0.0005672961,0.008944844],"genre_scores_gemma":[0.9571676,0.01303436,0.02399583,0.001183775,0.0004397741,0.0008133378,0.00266141,0.0001066943,0.0005971993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8541128,"threshold_uncertainty_score":0.7715344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03733547095465894,"score_gpt":0.4022544177360126,"score_spread":0.3649189467813536,"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."}}