{"id":"W2030458962","doi":"10.3201/eid1912.131012","title":"Evaluation of 3 Electronic Methods Used to Detect Influenza Diagnoses during 2009 Pandemic","year":2013,"lang":"en","type":"letter","venue":"Emerging infectious diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diagnosis code; Pharmacy; Pandemic; Medical diagnosis; Medicine; Oseltamivir; Medical prescription; Zanamivir; Infectious disease (medical specialty); Emergency medicine; Medical emergency; Database; Virology; Family medicine; Disease; Internal medicine; Coronavirus disease 2019 (COVID-19); Pathology; Environmental health; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001682402,0.0006902632,0.001262127,0.001327681,0.0002940768,0.00007561516,0.0002830358,0.0004830196,0.001014931],"category_scores_gemma":[0.009860177,0.0006333513,0.0005122771,0.0008783676,0.0001735641,0.0002053589,0.0002645746,0.001701909,0.0002124205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001631284,"about_ca_system_score_gemma":0.001288811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006618989,"about_ca_topic_score_gemma":0.0000683496,"domain_scores_codex":[0.9930087,0.0014144,0.0008778675,0.0008452163,0.002525906,0.001327874],"domain_scores_gemma":[0.9953942,0.0009600822,0.0004308695,0.0009644442,0.001982924,0.0002674484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003349594,0.0003833307,0.2251128,0.004322246,0.006674713,0.0001259365,0.00112996,0.003540794,0.0103157,0.00000667628,0.6590843,0.08896849],"study_design_scores_gemma":[0.01062682,0.002217576,0.2799216,0.002993864,0.01302049,0.0001138481,0.0001246985,0.0006746096,0.009052795,0.002146516,0.6765571,0.002550135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.94833,0.03108476,0.000280715,0.01259447,0.0006042907,0.005195354,0.0001599787,0.0007833684,0.0009670386],"genre_scores_gemma":[0.626148,0.003908295,0.001233229,0.339198,0.01310422,0.01295096,0.0004454731,0.001129142,0.0018827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3266035,"threshold_uncertainty_score":0.9998983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09655209320514911,"score_gpt":0.4473440631890483,"score_spread":0.3507919699838992,"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."}}