{"id":"W4402821266","doi":"10.3390/vaccines12091052","title":"Using Vaccine Safety Data to Demonstrate the Potential of Pooled Data Analysis","year":2024,"lang":"en","type":"article","venue":"Vaccines","topic":"Heparin-Induced Thrombocytopenia and Thrombosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Immunovaccine (Canada); University of British Columbia; Ottawa Hospital; Bruyère; University of Ottawa","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Vaccination; Medicine; Safety monitoring; Vaccine safety; Adverse Event Reporting System; Myocarditis; Population; Immunization; Environmental health; Medical emergency; Adverse effect; Statistics; Computer science; Virology; Immunology; Internal medicine; Immune system; Mathematics; Bioinformatics","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":[],"consensus_categories":[],"category_scores_codex":[0.000800374,0.00022788,0.0007133122,0.000373457,0.0001249655,0.0000815144,0.001155222,0.00009004523,0.0008617576],"category_scores_gemma":[0.000205508,0.0001438145,0.000136428,0.002288931,0.00001738401,0.000340752,0.001280195,0.0002173922,0.0000789196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003539513,"about_ca_system_score_gemma":0.0002426153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000851849,"about_ca_topic_score_gemma":0.0004567788,"domain_scores_codex":[0.9979514,0.00008533485,0.0005878608,0.0007681403,0.0002972481,0.0003100104],"domain_scores_gemma":[0.9961256,0.0001308737,0.00008141298,0.003385929,0.0001115795,0.0001645787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001245137,0.0005856048,0.06516197,0.0007959061,0.02750191,0.0003859537,0.0005458513,0.0007087479,0.8319556,0.0009196263,0.01929468,0.05089903],"study_design_scores_gemma":[0.001995384,0.0002498089,0.6486807,0.0005315213,0.04026901,0.000284596,0.0005888107,0.2735325,0.01384511,0.00026354,0.01909543,0.0006635831],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818099,0.001037782,0.007332182,0.007439634,0.0004757768,0.0005222828,0.0006895523,0.0001128908,0.000580011],"genre_scores_gemma":[0.9946366,0.0001766861,0.003434585,0.0002337111,0.0003976251,0.000002582394,0.0008724928,0.00003492787,0.0002108034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8181105,"threshold_uncertainty_score":0.9435641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1471844414596571,"score_gpt":0.3875319219409719,"score_spread":0.2403474804813148,"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."}}