{"id":"W3018657490","doi":"10.2196/14986","title":"Comparison of Social Media, Syndromic Surveillance, and Microbiologic Acute Respiratory Infection Data: Observational Study","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; U.S. Department of Energy; National Nuclear Security Administration; National Science Foundation","keywords":"Social media; The Internet; Observational study; Logistic regression; Medicine; Representativeness heuristic; Psychology; Conversation; Computer science; Social psychology; World Wide Web; Pathology; Internal medicine","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":[0.0106584,0.0004162956,0.0006667462,0.00257656,0.0007138637,0.00132628,0.0008263458,0.0009244432,0.001358112],"category_scores_gemma":[0.03671683,0.0005269809,0.0009939536,0.002958204,0.0008691819,0.001815984,0.002000939,0.001211559,0.0005148731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009617708,"about_ca_system_score_gemma":0.00139616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006863839,"about_ca_topic_score_gemma":0.008941821,"domain_scores_codex":[0.9881396,0.006224105,0.001445972,0.002002044,0.001441474,0.0007468481],"domain_scores_gemma":[0.9607978,0.01688934,0.01208207,0.004175615,0.003933535,0.002121722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002230179,0.0002232211,0.9968437,0.00008042017,0.0002920114,0.00005501896,0.0004262105,0.00006784831,0.00008696962,0.00005542077,0.0004681275,0.001178009],"study_design_scores_gemma":[0.00006270871,0.0007276648,0.9933147,0.00008424638,0.000185066,0.000348104,0.0028534,0.001179651,0.000122183,0.0001178469,0.0009822365,0.00002229771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960023,0.0001974175,0.0004916695,0.00007915839,0.00002002776,0.0001434295,0.002751058,0.000008759123,0.0003061828],"genre_scores_gemma":[0.9938884,0.0001211242,0.000773554,0.0000936478,0.00003766928,0.0002740808,0.004710001,0.000009271653,0.00009233186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0106584,"threshold_uncertainty_score":0.0563677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.231836633931605,"score_gpt":0.4165496574576692,"score_spread":0.1847130235260642,"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."}}