{"id":"W4312191740","doi":"10.1093/ofid/ofac675","title":"Predictors of Seeking Care for Influenza-Like Illness in a Novel Digital Study","year":2022,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Roche (Canada)","funders":"Roche","keywords":"Medicine; Influenzavirus B; Respiratory illness; Influenza-like illness; Intensive care medicine; Virology; Family medicine; Internal medicine; Influenza A virus; Orthomyxoviridae; Virus; Respiratory system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001063265,0.0002130642,0.0002254503,0.001031104,0.000667165,0.001507695,0.0004679298,0.0005204123,0.005137298],"category_scores_gemma":[0.007840881,0.000216484,0.0005666275,0.001543349,0.0002998481,0.001171087,0.001107634,0.0008095113,0.0007202231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004594756,"about_ca_system_score_gemma":0.0005746816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01126304,"about_ca_topic_score_gemma":0.01197518,"domain_scores_codex":[0.9993405,0.0001763062,0.00009429999,0.0001374595,0.0001214671,0.0001299253],"domain_scores_gemma":[0.9951315,0.0007980788,0.002405163,0.0002937822,0.0005269496,0.000844524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004032876,0.00006043472,0.9985806,0.0000104029,0.00001936049,0.00002642056,0.0001159038,0.00001025333,0.00002030822,0.00002010285,0.0002373322,0.0008585644],"study_design_scores_gemma":[0.0000100352,0.00008914882,0.9974394,0.00003093101,0.00003045391,0.0002049974,0.001033777,0.0003901555,0.00002747799,0.00004524957,0.0006923967,0.000005961218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971188,0.000129134,0.0001012864,0.0001934383,0.00001258005,0.00003300329,0.001262107,0.000003603341,0.001146023],"genre_scores_gemma":[0.9984093,0.0001058372,0.0001752045,0.00009805736,0.0000160507,0.00002728468,0.0008123014,0.000002952667,0.0003530153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126304,"threshold_uncertainty_score":0.02239496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0379580670078058,"score_gpt":0.3628024377637287,"score_spread":0.3248443707559229,"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."}}