{"id":"W4200537071","doi":"10.2196/32364","title":"United States Influenza Search Patterns Since the Emergence of COVID-19: Infodemiology Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Centro de Investigação em Tecnologias e Serviços de Saúde","keywords":"Coronavirus disease 2019 (COVID-19); Seasonal influenza; Confidence interval; Demography; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Influenza A virus; Medicine; Geography; Virology; Disease; Infectious disease (medical specialty); Internal medicine; Virus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008875424,0.0002742135,0.0002951273,0.001529485,0.0003947859,0.0007178283,0.000428124,0.0005216338,0.001520377],"category_scores_gemma":[0.003207765,0.0002657307,0.0006619705,0.002704236,0.000204071,0.001055533,0.0007578127,0.0006752164,0.0006289048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007662628,"about_ca_system_score_gemma":0.0006279716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04427422,"about_ca_topic_score_gemma":0.05272068,"domain_scores_codex":[0.9994686,0.0001319062,0.00009195266,0.0001228405,0.00009377477,0.00009086657],"domain_scores_gemma":[0.9968607,0.0004570792,0.001631216,0.0002479957,0.0004334259,0.0003695269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005202535,0.00004388383,0.9981798,0.00001535592,0.00004593363,0.00003168321,0.0001327594,0.0000532848,0.00005022155,0.00002098301,0.0004035099,0.0009705332],"study_design_scores_gemma":[0.000002259344,0.00004454869,0.9989085,0.00000743137,0.00001808833,0.00007037749,0.0002388467,0.0002864745,0.00003627521,0.000005661808,0.0003790103,0.000002378506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930489,0.0002012506,0.0001054942,0.0001116517,0.000006806757,0.00003020464,0.005699799,0.000009456836,0.0007864803],"genre_scores_gemma":[0.9932398,0.0001410862,0.0001333868,0.00008480094,0.0000203447,0.00003923724,0.006001792,0.000005834798,0.0003338274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04427422,"threshold_uncertainty_score":0.08803302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08340358027983351,"score_gpt":0.4065060544933163,"score_spread":0.3231024742134828,"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."}}