{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004490281,0.0003571597,0.0003065247,0.001363074,0.001706677,0.0007513608,0.0008155832,0.0003673034,0.002176253],"category_scores_gemma":[0.00186824,0.0002803061,0.0005661738,0.002862981,0.0003838055,0.0002268384,0.0005482218,0.0006782393,0.0001826301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01044469,"about_ca_system_score_gemma":0.01848344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9919885,"about_ca_topic_score_gemma":0.9923326,"domain_scores_codex":[0.9993848,0.00002761915,0.0000308701,0.00007866554,0.0003262665,0.0001517134],"domain_scores_gemma":[0.9990471,0.0000404348,0.0001608556,0.0000239219,0.0005381439,0.0001894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003511612,0.00002110441,0.9915398,0.00004101151,0.00004932926,0.00009882062,0.0001945716,0.0001012248,0.0001298025,0.00008574123,0.0022342,0.005469265],"study_design_scores_gemma":[0.000003468303,0.000008773817,0.9986726,0.00002081357,0.0000224626,0.00008169284,0.0002266854,0.0002123108,0.00002076528,0.00002209122,0.0007016842,0.000006676232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832097,0.003012837,0.0001763733,0.00116169,0.00004886495,0.00006020979,0.005792865,0.00003693328,0.006500549],"genre_scores_gemma":[0.9958842,0.001601238,0.0001781301,0.00012128,0.00001664535,0.00001183833,0.001698129,0.000003894517,0.0004846375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01044469,"threshold_uncertainty_score":0.07578188,"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."}}