{"id":"W4378611558","doi":"10.1093/sleep/zsad077.0499","title":"0499 Identifications of symptoms clusters by the Quebec Sleep Questionnaire in sleep apnea patients","year":2023,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"","keywords":"Quality of life (healthcare); Medicine; Cluster (spacecraft); Sleep apnea; Disease; Sleep (system call); Incidence (geometry); Apnea; Pediatrics; Internal medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007339484,0.0002690273,0.0003247397,0.001601739,0.0006770135,0.000649432,0.0004321758,0.0003620897,0.002882815],"category_scores_gemma":[0.003361348,0.0001373604,0.0004231199,0.001467868,0.0003244668,0.0003307459,0.0006232315,0.0003797213,0.0003234984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002297862,"about_ca_system_score_gemma":0.001214989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2959796,"about_ca_topic_score_gemma":0.291921,"domain_scores_codex":[0.9993712,0.000135564,0.00006641063,0.00009737827,0.000194853,0.0001345537],"domain_scores_gemma":[0.998031,0.0003516479,0.0005451129,0.00005799385,0.0006789878,0.0003352769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000853344,0.00002215612,0.9973835,0.000009821671,0.000033357,0.00002986457,0.0001949183,0.00005027389,0.0001853358,0.00001226845,0.0003015081,0.001691621],"study_design_scores_gemma":[0.000003433928,0.00002124244,0.999476,0.000002882395,0.000003362901,0.00001730163,0.0001757534,0.0001838831,0.00001611087,0.000003561612,0.00009432195,0.000002196042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997529,0.00009711869,0.00007499457,0.00005069157,0.000004518427,0.00006187923,0.001218349,0.000004176311,0.0009593854],"genre_scores_gemma":[0.9988586,0.00002365414,0.00007678653,0.00001709732,0.000002203489,0.00003208574,0.0007791672,0.000001323084,0.0002090936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2959796,"threshold_uncertainty_score":0.5885136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144090207822917,"score_gpt":0.2831407856699611,"score_spread":0.271699883591732,"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."}}