{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001567885,0.000543276,0.0007671491,0.00212002,0.0002721933,0.001187848,0.0005902869,0.001082015,0.0008430937],"category_scores_gemma":[0.002588973,0.0001900051,0.0009513756,0.0009641658,0.0005553457,0.0008378904,0.0005251655,0.0008195422,0.0002735263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006024333,"about_ca_system_score_gemma":0.001088186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00168794,"about_ca_topic_score_gemma":0.001532891,"domain_scores_codex":[0.9990663,0.0003716706,0.0001217733,0.0001151613,0.0002648621,0.00006029931],"domain_scores_gemma":[0.9986854,0.0009095474,0.00009691856,0.00003027917,0.0002407521,0.00003707334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001603679,0.0001714942,0.01119475,0.01583309,0.000491225,0.001477442,0.0005075776,0.004893722,0.01114991,0.01224769,0.009546036,0.9323267],"study_design_scores_gemma":[0.00008216756,0.001659499,0.05023682,0.01816329,0.002001079,0.01297671,0.001571895,0.02313222,0.0375604,0.04553007,0.8067181,0.0003678109],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01357238,0.9423659,0.01973404,0.00423769,0.001223436,0.000124903,0.0001247173,0.0001014569,0.01851537],"genre_scores_gemma":[0.1076844,0.863742,0.02457967,0.001306547,0.0009695931,0.0000972588,0.0001529916,0.00001093547,0.001456525],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00212002,"threshold_uncertainty_score":0.008291841,"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."}}