{"id":"W1987052743","doi":"10.1086/317425","title":"Predicting Influenza Infections during Epidemics with Use of a Clinical Case Definition","year":2000,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Respiratory viral infections research","field":"Medicine","cited_by":348,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Sore throat; myalgia; Odds ratio; Internal medicine; Confidence interval; Logistic regression; Influenza-like illness; Influenzavirus B; Predictive value; Gastroenterology; Immunology; Influenza A virus; Orthomyxoviridae; Virus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00103371,0.0003120448,0.001057475,0.0003187957,0.0003995812,0.0000747241,0.00007731988,0.0003801813,0.0009106792],"category_scores_gemma":[0.01014691,0.0002604603,0.0006527572,0.0009332768,0.0009765605,0.000598399,0.00007793483,0.00118436,0.0001651769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103034,"about_ca_system_score_gemma":0.0005113824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003893702,"about_ca_topic_score_gemma":0.0002486392,"domain_scores_codex":[0.995068,0.0009219099,0.002395036,0.0006952985,0.0004277615,0.0004920456],"domain_scores_gemma":[0.9937862,0.003435952,0.0004595328,0.0008611348,0.0006042563,0.0008529495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007350928,0.003225598,0.9812456,0.0001845415,0.0004032842,0.001058407,0.00001653222,0.0006225107,0.00001725915,0.00007990946,0.0002217696,0.01218954],"study_design_scores_gemma":[0.004966029,0.003982977,0.9840692,0.0003307824,0.0006956223,0.002005504,0.00002710597,0.0007994365,0.00004057147,0.0001606499,0.00264048,0.0002816649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957489,0.0001308211,0.0001122898,0.00005225805,0.0002178941,0.0008694845,0.00009084571,0.0004625447,0.002314944],"genre_scores_gemma":[0.997502,0.0004650906,0.0001479987,0.0007789472,0.0007041717,0.0001253162,0.00002425411,0.00006886343,0.0001834178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01190788,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2470611469262976,"score_gpt":0.4814496348537872,"score_spread":0.2343884879274896,"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."}}