{"id":"W2622123897","doi":"10.1002/lary.26723","title":"What drives productivity loss in chronic rhinosinusitis? A SNOT‐22 subdomain analysis","year":2017,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Presenteeism; Medicine; Absenteeism; Quality of life (healthcare); Productivity; Chronic rhinosinusitis; Cohort; Physical therapy; Demography; Internal medicine; Psychology","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":[0.0005497946,0.0001831822,0.0004662415,0.0002099048,0.0005641215,0.0002741992,0.0003587559,0.00008347683,0.0005780295],"category_scores_gemma":[0.0001569203,0.0001308316,0.0001999529,0.0004551148,0.0003908759,0.0007956291,0.0001645297,0.0003327749,0.0001235039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002112525,"about_ca_system_score_gemma":0.0001939299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008076889,"about_ca_topic_score_gemma":0.003979614,"domain_scores_codex":[0.9985924,0.0001334385,0.0002323462,0.0003949519,0.0002805205,0.0003663926],"domain_scores_gemma":[0.9982396,0.00008316726,0.0001592486,0.001348707,0.00006877829,0.0001004798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000502074,0.0006866146,0.9518654,0.0001532955,0.001591951,0.001339856,0.00236023,0.00008269925,0.02620461,0.00235768,0.003903054,0.00895253],"study_design_scores_gemma":[0.001033041,0.0001338313,0.9934676,0.0001815174,0.000577554,0.0000584868,0.00009908043,0.0002572548,0.002689857,0.0002654692,0.001079466,0.0001568501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989823,0.001585683,0.0000505116,0.005577426,0.000285037,0.0005120697,0.00001989466,0.00004686547,0.002099456],"genre_scores_gemma":[0.9961687,0.0003125876,0.0000587758,0.0003538348,0.0004385707,0.00004724117,0.00004745259,0.00002176226,0.002551088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04160218,"threshold_uncertainty_score":0.6329018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921514305403048,"score_gpt":0.3129410152742849,"score_spread":0.2937258722202544,"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."}}