{"id":"W4285162112","doi":"10.5334/gh.1125","title":"Heart Failure after Laboratory Confirmed Influenza Infection (FLU-HF)","year":2022,"lang":"en","type":"article","venue":"Global Heart","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Alberta; University of Toronto; Saskatchewan Health; University of Regina; Saskatchewan Health Authority; University of Manitoba","funders":"","keywords":"Medicine; Heart failure; Virology; Internal medicine; Cardiology; Intensive care medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000473427,0.0002329209,0.0004085262,0.0001216763,0.0004438768,0.00003871571,0.0000848334,0.00009395085,0.002244111],"category_scores_gemma":[0.0002569929,0.0002282375,0.0001581671,0.0008606559,0.0001873294,0.0001491179,0.0003541214,0.0005726135,0.0008729319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007437535,"about_ca_system_score_gemma":0.0004534982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007123871,"about_ca_topic_score_gemma":0.0001461742,"domain_scores_codex":[0.9974317,0.0002362978,0.0003254845,0.0004115866,0.0009397084,0.0006552312],"domain_scores_gemma":[0.9988552,0.00004773453,0.00004448533,0.0004549686,0.000322097,0.0002755208],"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":[0.001016415,0.0002279452,0.7271474,0.0001152609,0.0001238802,0.0000861544,0.0001755942,0.00004496337,0.001567546,0.0002017008,0.2690328,0.0002603293],"study_design_scores_gemma":[0.00108583,0.0003963255,0.3395343,0.00002123676,0.00002780101,0.00007705178,0.0001142672,0.00001262073,0.0002971242,0.0000461568,0.6582494,0.0001379009],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899406,0.00180944,0.000004296353,0.003857361,0.0004041374,0.0007872378,0.0003391581,0.0002608446,0.002596911],"genre_scores_gemma":[0.9757889,0.00001442567,0.0004167017,0.02261139,0.0003007828,0.0005016348,0.00002071552,0.00002788943,0.0003175648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3892165,"threshold_uncertainty_score":0.999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408089907168348,"score_gpt":0.3679066202931401,"score_spread":0.3338257212214566,"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."}}