{"id":"W3021147388","doi":"10.4212/cjhp.v73i2.2983","title":"Have Current Systems of Pharmacovigilance Had Their Day?","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pharmacovigilance; Current (fluid); Medicine; Pharmacology; Engineering; Adverse effect","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.05161502,0.0007832216,0.001186958,0.002327801,0.004231969,0.0234603,0.004655238,0.01053871,0.0299043],"category_scores_gemma":[0.09990262,0.0005310215,0.001346585,0.003511832,0.01214449,0.02754049,0.005780427,0.01749795,0.006498036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02228042,"about_ca_system_score_gemma":0.0360658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.101003,"about_ca_topic_score_gemma":0.1414903,"domain_scores_codex":[0.9731134,0.008444683,0.002108416,0.002593092,0.009570672,0.004169802],"domain_scores_gemma":[0.8644581,0.0267781,0.01038949,0.00961843,0.06538397,0.02337185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003181495,0.0003960611,0.03394778,0.001380163,0.0002815768,0.0003450142,0.003054073,0.0003971168,0.0005662451,0.2364559,0.4937294,0.2291284],"study_design_scores_gemma":[0.0001078617,0.0002248722,0.03341672,0.004788487,0.0001768348,0.0007848931,0.00911767,0.0009050975,0.0006888608,0.07733157,0.8721876,0.0002695282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003944856,0.02272963,0.002393333,0.9451931,0.01001304,0.00002677321,0.0003232361,0.0002373248,0.01513871],"genre_scores_gemma":[0.2328952,0.03804363,0.01471175,0.6750693,0.02044052,0.0001070085,0.0009986748,0.0003808781,0.01735305],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.101003,"threshold_uncertainty_score":0.2729695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1471134418859154,"score_gpt":0.4125344267817211,"score_spread":0.2654209848958057,"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."}}