{"id":"W3159793947","doi":"10.1017/ice.2021.112","title":"Secondary attack rates from asymptomatic and symptomatic influenza virus shedders in hospitals: Results from the TransFLUas influenza transmission study","year":2021,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Asymptomatic; Medicine; Transmission (telecommunications); Influenza A virus; Pandemic; Infection control; Internal medicine; Prospective cohort study; Virus; Emergency medicine; Virology; Disease; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002158155,0.0004784627,0.001547809,0.0001713394,0.0003488188,0.00006337307,0.0001179751,0.0003362032,0.0001104062],"category_scores_gemma":[0.006666534,0.0003327336,0.0001900156,0.000334782,0.0005177356,0.0003252173,0.00009468666,0.0009261174,0.00003021979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011059,"about_ca_system_score_gemma":0.0001932612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100663,"about_ca_topic_score_gemma":0.001708612,"domain_scores_codex":[0.9946591,0.001867529,0.001599653,0.0009410838,0.0002811282,0.0006515364],"domain_scores_gemma":[0.9894269,0.009271957,0.0002850381,0.0005113269,0.0002271944,0.0002775498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001227399,0.0005258681,0.9555552,0.00008902334,0.001031309,0.00009846901,0.007400525,0.0001605556,0.0009216543,0.00003855839,0.0006211589,0.03233029],"study_design_scores_gemma":[0.01852474,0.001516526,0.9685024,0.0003028116,0.0003420787,0.0000157774,0.001584567,0.003239202,0.0001134619,0.00153951,0.003975026,0.0003438758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703125,0.01997774,0.0002596244,0.00693037,0.0002297541,0.001722085,0.0002114868,0.0001089995,0.0002473882],"genre_scores_gemma":[0.9879678,0.002293078,0.0002116461,0.008972074,0.0002019258,0.0002467336,0.00005137262,0.00003725273,0.00001806473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03198642,"threshold_uncertainty_score":0.9999124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05554539492305004,"score_gpt":0.3814510632717267,"score_spread":0.3259056683486766,"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."}}