{"id":"W4282937984","doi":"10.1016/j.vaccine.2022.04.103","title":"A scoping review of active, participant-centred, digital adverse events following immunization (AEFI) surveillance: A Canadian immunization research network study","year":2022,"lang":"en","type":"review","venue":"Vaccine","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; BC Children's Hospital; Dalhousie University; University of Toronto; University of British Columbia; Public Health Ontario; Children's Hospital of Eastern Ontario; Ottawa Hospital","funders":"Canadian Institutes of Health Research; Canadian Immunization Research Network; Public Health Agency of Canada","keywords":"Medicine; Inclusion (mineral); Immunization; Public health surveillance; Family medicine; Adverse effect; MEDLINE; Guideline; Participant observation; Medical emergency; Public health; Nursing; Psychology; Immunology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003672607,0.0003355394,0.001760516,0.0004499264,0.001538304,0.00005660231,0.0008528258,0.0001622042,0.001448393],"category_scores_gemma":[0.002612042,0.0003346431,0.0004329657,0.004182619,0.000005299804,0.0004903097,0.0003574569,0.0004823182,0.00004130693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007669,"about_ca_system_score_gemma":0.00425705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03050723,"about_ca_topic_score_gemma":0.1050902,"domain_scores_codex":[0.9933745,0.002838421,0.001210742,0.0005141115,0.001021125,0.00104115],"domain_scores_gemma":[0.9973156,0.0007345978,0.0006258669,0.0007185458,0.0003447015,0.0002606686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005347852,0.0007154569,0.03389084,0.09001573,0.001292272,0.0001568933,0.009123674,0.0000485175,6.518637e-8,0.0002191809,0.003451716,0.8610322],"study_design_scores_gemma":[0.0007633775,0.0001923285,0.001071753,0.2952031,0.0006576775,0.000002496532,0.004297659,0.000004229637,2.590625e-8,0.00002692338,0.6972009,0.0005794471],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003190041,0.9925715,0.000005029186,0.00007810742,0.0005291261,0.005273839,0.00005067071,0.00004381511,0.001128919],"genre_scores_gemma":[0.004810091,0.9934682,0.000009041251,0.00002907964,0.0003012979,0.0003086558,0.0006320085,0.00006776633,0.0003738517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8604527,"threshold_uncertainty_score":0.9999105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1749396475842218,"score_gpt":0.435196295449692,"score_spread":0.2602566478654702,"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."}}