{"id":"W4390475660","doi":"10.5376/mp.2024.15.0001","title":"Application of Artificial Intelligence in Early Diagnosis of Influenza A Virus Infection","year":2024,"lang":"en","type":"article","venue":"Molecular Pathogens","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Applications of artificial intelligence; Artificial intelligence; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003284745,0.0001115948,0.0002547888,0.0004273556,0.00001827624,0.00000937278,0.00005826231,0.00008506409,0.00001705588],"category_scores_gemma":[0.0003664878,0.0001059378,0.0001219953,0.00087749,0.0001195873,0.00005094546,0.00006316025,0.000180939,0.00004440281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007794556,"about_ca_system_score_gemma":0.00007733333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009212245,"about_ca_topic_score_gemma":0.0001108322,"domain_scores_codex":[0.9987263,0.00006353021,0.0004419179,0.0002391444,0.0003388441,0.0001902532],"domain_scores_gemma":[0.9993876,0.0000800353,0.00005842363,0.000259257,0.0001658932,0.00004874642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00012194,0.0002330302,0.09299154,0.0005040847,0.00009574089,0.000102113,0.001028736,0.0004514022,0.7884054,0.003009386,0.000008813957,0.1130478],"study_design_scores_gemma":[0.0001282204,0.0004051926,0.08693272,0.0003182855,0.00008570242,0.000006564017,0.00004889391,0.004545627,0.9047214,0.001587376,0.001093242,0.000126724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671091,0.002127684,0.02982101,0.00005245804,0.0000419034,0.0005286246,0.00003505451,0.00003639303,0.0002477983],"genre_scores_gemma":[0.998675,0.000305561,0.0006715223,0.0000693318,0.00002693208,0.0002230722,0.000005374376,0.00001975023,0.000003429342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116316,"threshold_uncertainty_score":0.4320018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05154755443810206,"score_gpt":0.3740342049500281,"score_spread":0.3224866505119261,"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."}}