{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001668686,0.0002781883,0.001188834,0.0001287151,0.0002319254,0.00005462079,0.0002364569,0.0001331036,0.0000380662],"category_scores_gemma":[0.001078448,0.000257544,0.00005277562,0.0006039192,0.0002564712,0.0002758513,0.0003456956,0.0003467511,0.000009672622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006912365,"about_ca_system_score_gemma":0.0008615537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004691225,"about_ca_topic_score_gemma":0.000326444,"domain_scores_codex":[0.9966269,0.0007181569,0.0009411984,0.0008213464,0.0003854266,0.0005069441],"domain_scores_gemma":[0.9975929,0.0003878615,0.000501484,0.0005107979,0.0002648213,0.0007421278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002708187,0.00038313,0.9751087,0.0004113366,0.0001272437,0.000009620556,0.001184423,3.786641e-7,0.0001886954,0.00004669006,0.01654607,0.005722932],"study_design_scores_gemma":[0.002171494,0.0007061345,0.9412168,0.000009468227,0.000004342757,0.00001351753,0.000374277,0.0002706439,0.000001009322,0.00000386873,0.05503102,0.0001973782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888272,0.001311044,0.00005590436,0.006369613,0.0001725739,0.001148172,0.001860778,0.0001658222,0.0000888526],"genre_scores_gemma":[0.9937447,0.0002060126,0.0001143162,0.002838422,0.0002701477,0.00004931209,0.002739894,0.00002688576,0.00001027741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03848494,"threshold_uncertainty_score":0.9999877,"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."}}