{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001740592,0.0002258968,0.0005837085,0.0003571527,0.0005881052,0.0001100414,0.0003672808,0.00003220927,0.00007134334],"category_scores_gemma":[0.0006553497,0.0002138216,0.0001668013,0.0006003272,0.0001105949,0.0004042813,0.001596797,0.0002182442,0.000003328206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005887,"about_ca_system_score_gemma":0.0005867179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007847909,"about_ca_topic_score_gemma":0.0004419262,"domain_scores_codex":[0.9979554,0.00005866648,0.0004606814,0.0004252639,0.0005969995,0.0005029471],"domain_scores_gemma":[0.9987932,0.0002142226,0.0001510851,0.0004108048,0.0002794744,0.0001512224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001363879,0.002790648,0.9863776,0.0002406414,0.0003459274,0.00002426541,0.005134799,0.0005910288,0.00007204523,0.00008768842,0.0005545021,0.002416974],"study_design_scores_gemma":[0.02718445,0.00825175,0.7897028,0.00019568,0.0004169362,0.00002705297,0.1076325,0.0002355477,0.00009060893,0.000208695,0.06538737,0.0006666185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866948,0.000760351,0.0000312854,0.00005194062,0.0002638326,0.006045751,0.001533309,0.0000747204,0.004544038],"genre_scores_gemma":[0.9960425,0.000004818507,0.00001052432,0.0004132242,0.00003954435,0.00317869,0.00009123557,0.00005007039,0.000169427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1966749,"threshold_uncertainty_score":0.8719393,"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."}}