{"id":"W4389631333","doi":"10.2196/48159","title":"Impact of the COVID-19 Pandemic on Health Care Utilization in the Vaccine Safety Datalink: Retrospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Preprint; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Retrospective cohort study; Vaccine safety; Cohort study; Health care; Environmental health; Medical emergency; Virology; Outbreak; Disease; Political science; Immunization; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005691668,0.0004677278,0.0004581698,0.001710963,0.001017513,0.001264613,0.0008449217,0.0005370188,0.001096256],"category_scores_gemma":[0.009648385,0.0007041869,0.001124286,0.002841368,0.0004914288,0.001207271,0.001270563,0.001186407,0.0003211554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102197,"about_ca_system_score_gemma":0.001765162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02024847,"about_ca_topic_score_gemma":0.0252194,"domain_scores_codex":[0.995514,0.001264184,0.0007311425,0.0009330228,0.00103412,0.0005235077],"domain_scores_gemma":[0.9896786,0.001576362,0.004924223,0.001799449,0.001171705,0.0008496781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006964646,0.00003452103,0.9990946,0.00000991578,0.00007120425,0.00002238689,0.0001028345,0.00001989322,0.00004235696,0.00001852056,0.0001507503,0.0003634067],"study_design_scores_gemma":[0.00001634565,0.0001652667,0.9977791,0.00003350949,0.00008681545,0.0001729869,0.0006303475,0.0003617414,0.0001032854,0.00002278401,0.0006168202,0.00001091448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953062,0.0002372347,0.0004741807,0.00007686845,0.00001825521,0.0001438347,0.003343489,0.00000739881,0.0003924859],"genre_scores_gemma":[0.9958348,0.0001991608,0.0005178076,0.000127616,0.0000259721,0.0002291085,0.002884916,0.00000964752,0.0001708896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02024847,"threshold_uncertainty_score":0.04026121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855340487099478,"score_gpt":0.4250486383544144,"score_spread":0.3395145896444666,"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."}}