{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002684155,0.0002714852,0.0001661728,0.0004768867,0.000854758,0.0005725008,0.0004011017,0.0002663245,0.001551718],"category_scores_gemma":[0.001187413,0.0001973368,0.0001242652,0.0006480322,0.0003707895,0.000216427,0.0004629404,0.000335346,0.000150018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195772,"about_ca_system_score_gemma":0.001997705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4333251,"about_ca_topic_score_gemma":0.5675104,"domain_scores_codex":[0.9997767,0.00003245589,0.000008770468,0.00003533588,0.00004524086,0.0001015015],"domain_scores_gemma":[0.9990165,0.00009118504,0.0003429836,0.00002505253,0.0001811122,0.0003431007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004029927,0.00001389402,0.9989503,0.000004291003,0.000004918726,0.00006173181,0.0001066468,0.00001957694,0.0001458034,0.000004008647,0.00009359689,0.0005549717],"study_design_scores_gemma":[0.000002470958,0.00002845218,0.9994293,0.000005345996,0.000002867789,0.0000604667,0.000318661,0.00007693849,0.00002241262,0.000003573019,0.0000479599,0.000001445553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996921,0.00004701727,0.000009684481,0.00001713716,0.000001281483,0.000003684986,0.0000959425,0.00000105876,0.000132125],"genre_scores_gemma":[0.9996983,0.00004219743,0.000032936,0.000009300646,0.000001829836,0.000003537123,0.0001325137,8.395668e-7,0.00007868331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4333251,"threshold_uncertainty_score":0.8616056,"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."}}