{"id":"W2889001602","doi":"10.1155/2018/6349790","title":"Predictors of Sleep Apnea in the Canadian Population","year":2018,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Sleep apnea; Logistic regression; Apnea; Population; Overweight; Obesity; Polysomnography; Excessive daytime sleepiness; Pediatrics; Physical therapy; Sleep disorder; Internal medicine; Insomnia; Psychiatry; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001169386,0.0001130526,0.0001842085,0.001229814,0.000351065,0.00005456429,0.0002813531,0.0001375933,0.0005562101],"category_scores_gemma":[0.0004469363,0.0000867167,0.00007051651,0.0006162032,0.0002528898,0.0001190818,0.000008972203,0.0006378466,0.00004208139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487225,"about_ca_system_score_gemma":0.001731073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6488197,"about_ca_topic_score_gemma":0.9904001,"domain_scores_codex":[0.9981931,0.0002186432,0.0003598012,0.0001505925,0.0005020738,0.0005757967],"domain_scores_gemma":[0.997997,0.00003857065,0.00009230719,0.0003075745,0.0003803765,0.001184126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003116497,0.00001219909,0.9825649,0.00001101182,0.00004280522,0.0003810317,0.0006718909,0.000004275078,0.0002267834,0.0004205822,0.001377184,0.01425615],"study_design_scores_gemma":[0.0006368659,0.0003023759,0.9655702,0.00002582464,0.00002282454,0.0002510238,0.000397009,0.0001350664,0.0001795123,0.0001168631,0.03228119,0.00008122702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863885,0.0001674052,0.000009394802,0.001382935,0.0004054534,0.0002966773,0.00002304262,0.000004143305,0.01132244],"genre_scores_gemma":[0.9971547,8.935152e-7,0.00004426041,0.001882041,0.0008601224,0.000004982499,0.000005351486,0.00001956839,0.0000281427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3415804,"threshold_uncertainty_score":0.6090111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02966969147348149,"score_gpt":0.2949417432191807,"score_spread":0.2652720517456992,"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."}}