{"id":"W4211169320","doi":"10.17269/s41997-022-00609-9","title":"Is vaccine hesitancy justified? Benchmarking post-market vaccine risks with five commonly used medicinal products in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Credit Valley Hospital; Trillium Health Centre; McMaster University","funders":"","keywords":"Medicine; Adverse effect; Vaccination; Benchmarking; Immunization; Intensive care medicine; Environmental health; Pharmacology; Business; Immunology; Marketing; Immune system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00684056,0.0002610213,0.0005063863,0.00246541,0.001530452,0.003151159,0.001322638,0.001027475,0.002275915],"category_scores_gemma":[0.03373447,0.0003040463,0.001124012,0.004529661,0.001462469,0.0009668478,0.001066697,0.001919674,0.0001837345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05872917,"about_ca_system_score_gemma":0.09017447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9725009,"about_ca_topic_score_gemma":0.9794052,"domain_scores_codex":[0.9879368,0.001943447,0.0009619036,0.0008843257,0.006572381,0.00170116],"domain_scores_gemma":[0.9501975,0.009406286,0.01201604,0.0009256194,0.02292901,0.004525439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000934289,0.0001227013,0.9338236,0.0005377864,0.0004908773,0.0003827119,0.001309281,0.00217777,0.0003938005,0.00201874,0.009853247,0.04795516],"study_design_scores_gemma":[0.00005503844,0.0003537189,0.9685941,0.0005693904,0.0004701081,0.0003649708,0.002538252,0.004005407,0.0009023265,0.0004006506,0.02166889,0.00007710426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140869,0.01969341,0.001582053,0.02267827,0.0001521002,0.000299385,0.01326191,0.0001305934,0.0281154],"genre_scores_gemma":[0.9929636,0.002453818,0.0008124006,0.001374939,0.00002825658,0.00001731201,0.001426772,0.00001858942,0.0009042333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05872917,"threshold_uncertainty_score":0.4261119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669347230154845,"score_gpt":0.4015879245475664,"score_spread":0.2346532015320819,"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."}}