{"id":"W2587999459","doi":"10.1111/irv.12448","title":"Predictors of influenza a molecular viral shedding in Hutterite communities","year":2017,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; SaskWater; Saskatchewan Health; Manitoba Beekeepers' Association; Provincial Laboratory of Public Health; Saskatchewan Disease Control Laboratory; Prince Albert Grand Council; University of Calgary; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Viral shedding; Virology; Influenza A virus subtype H5N1; Coronavirus disease 2019 (COVID-19); Medicine; Biology; Virus; Internal medicine; Infectious disease (medical specialty); Disease","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006794101,0.0003181582,0.0006576793,0.0004426603,0.0003719339,0.0001213286,0.00041509,0.0001722702,0.00007162801],"category_scores_gemma":[0.0005899487,0.0002799992,0.0001185564,0.0001064515,0.001235052,0.0004013008,0.0004463251,0.0004287928,0.00001895266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006647898,"about_ca_system_score_gemma":0.0001071985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533392,"about_ca_topic_score_gemma":0.0003112552,"domain_scores_codex":[0.9978823,0.0001757677,0.0007052484,0.0002764028,0.0004727454,0.0004875409],"domain_scores_gemma":[0.9981728,0.0001314115,0.0003235345,0.001073997,0.000133575,0.000164714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007243403,0.00009457094,0.9719739,0.0002498538,0.0001842772,0.00006485557,0.002350806,0.00001736011,0.02297593,0.0005071109,0.00006427264,0.0007927113],"study_design_scores_gemma":[0.004791238,0.0006061263,0.502629,0.0008881236,0.00007547609,0.00000791268,0.0009613185,0.00002597077,0.02274145,0.0001918716,0.4667068,0.0003746958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903144,0.004164392,0.000005136636,0.00001279307,0.0000672462,0.0004790643,0.00005421223,0.00005879726,0.004844021],"genre_scores_gemma":[0.9293168,0.00001170146,0.0001338428,0.07028183,0.00009875006,0.00008065442,1.639959e-7,0.00006903473,0.00000722046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4693449,"threshold_uncertainty_score":0.9999652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2049081424134514,"score_gpt":0.4369507513501342,"score_spread":0.2320426089366828,"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."}}