{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002413438,0.001157099,0.0006878994,0.0005023688,0.002374728,0.00722753,0.001457829,0.007609829,0.08244222],"category_scores_gemma":[0.005652504,0.000293518,0.0007788645,0.0004056049,0.001460014,0.006383045,0.004962923,0.007998222,0.04028563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001944203,"about_ca_system_score_gemma":0.003969532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001901348,"about_ca_topic_score_gemma":0.002519435,"domain_scores_codex":[0.998533,0.0003174287,0.00007586511,0.0002599274,0.0004897853,0.0003239834],"domain_scores_gemma":[0.998075,0.0003666892,0.00009249946,0.0001266553,0.0005608763,0.0007783314],"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":[0.00002523614,0.00001988155,0.0001614969,0.0001546492,0.000006517984,0.0001304078,0.0001379284,0.00006029119,0.0002790212,0.01851159,0.9210845,0.05942862],"study_design_scores_gemma":[0.000002945299,0.00001969967,0.0001151965,0.0001121631,0.000002271802,0.0001574353,0.0001355554,0.00004015625,0.00003735774,0.004528023,0.9948442,0.000005058965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001280274,0.06225511,0.002491101,0.4753639,0.1850636,0.0001108729,0.0009727955,0.0003451967,0.2721172],"genre_scores_gemma":[0.02891491,0.09116105,0.003306228,0.2625547,0.1534942,0.0003008252,0.002259451,0.0002691539,0.4577395],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08244222,"threshold_uncertainty_score":0.2757967,"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."}}