{"id":"W1988219601","doi":"10.1186/1742-4690-7-s1-i3","title":"The influenza challenge","year":2010,"lang":"en","type":"article","venue":"Retrovirology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Influenza A virus subtype H5N1; Preparedness; Public health; Outbreak; International Health Regulations; Medicine; Oseltamivir; Disease; Infectious disease (medical specialty); Virology; Political science; Virus; Coronavirus disease 2019 (COVID-19)","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":[],"consensus_categories":[],"category_scores_codex":[0.00043837,0.0001058046,0.0001926151,0.00006261127,0.0002961198,0.00001312235,0.0001679756,0.0001538964,0.000160174],"category_scores_gemma":[0.001280459,0.00006208228,0.00007113558,0.00009792004,0.0005668122,0.00003203917,0.0001370882,0.000863993,0.0005964374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002276181,"about_ca_system_score_gemma":0.00007741197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002432587,"about_ca_topic_score_gemma":0.0001192677,"domain_scores_codex":[0.9988902,0.0000498199,0.000175179,0.0001901394,0.000232309,0.0004623098],"domain_scores_gemma":[0.9988977,0.0003212893,0.00004059464,0.0005151327,0.000114949,0.0001103365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003249662,0.00046537,0.3615518,0.0001502436,0.000894588,0.000393932,0.001502503,0.000002952139,0.2760555,0.1401142,0.03341328,0.1822059],"study_design_scores_gemma":[0.0008597606,0.0005156542,0.1207186,0.000002543124,0.00001928886,0.00004887166,0.00003928953,0.00003587698,0.0007192048,0.0007173817,0.876256,0.00006751939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440179,0.001622757,0.000005280764,0.01037313,0.0004112331,0.000281057,0.000002524041,0.00008624623,0.0431999],"genre_scores_gemma":[0.9940518,0.0005313178,0.0001674668,0.003349611,0.0004859736,0.00005410724,0.00000111639,0.00001982894,0.001338764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8428428,"threshold_uncertainty_score":0.7666195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06260036899169705,"score_gpt":0.3879703831585655,"score_spread":0.3253700141668685,"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."}}