{"id":"W7118206463","doi":"10.1080/21645515.2025.2600189","title":"Electronic, self-reported active vaccine safety surveillance: A three-country comparison of AusVaxSafety (Australia), CANVAS (Canada) and V-safe (United States)","year":2025,"lang":"en","type":"article","venue":"Human Vaccines & Immunotherapeutics","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vaccine safety; Pandemic; Public health; Public health surveillance; Vaccination; Population; Inclusion (mineral); Disease control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01757349,0.0003177035,0.0005844262,0.001741246,0.0005110818,0.001436158,0.0007117226,0.0007983609,0.00168488],"category_scores_gemma":[0.05057617,0.0002314978,0.001818813,0.002565471,0.0006392925,0.001514306,0.001364762,0.001097915,0.000122155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00256079,"about_ca_system_score_gemma":0.004065598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07535182,"about_ca_topic_score_gemma":0.1051767,"domain_scores_codex":[0.9830024,0.01136527,0.001546062,0.000834042,0.002244687,0.001007538],"domain_scores_gemma":[0.9595226,0.02118379,0.009648557,0.001031185,0.00737117,0.001242832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004787339,0.0002699345,0.8894709,0.004215662,0.004529019,0.0001228778,0.00252203,0.0006417432,0.0001815805,0.001604946,0.007258877,0.08439513],"study_design_scores_gemma":[0.0005589729,0.003098601,0.9639254,0.00620439,0.003702032,0.0003425372,0.005438911,0.0020016,0.0005365193,0.0005008199,0.01359303,0.00009717986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473614,0.02318978,0.002212223,0.007451911,0.0007685472,0.0006689325,0.008523702,0.00002904771,0.009794538],"genre_scores_gemma":[0.9867243,0.006026106,0.001341266,0.002101541,0.0001267777,0.0002925578,0.002732485,0.00001235864,0.0006426308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9246482,"threshold_uncertainty_score":0.1498265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06206211900780141,"score_gpt":0.4211565337378798,"score_spread":0.3590944147300784,"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."}}