{"id":"W4304762056","doi":"10.3390/clockssleep4040042","title":"STOP-Bang Score and Prediction of Severity of Obstructive Sleep Apnea in a First Nation Community in Saskatchewan, Canada","year":2022,"lang":"en","type":"article","venue":"Clocks & Sleep","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Canadian Institutes of Health Research","keywords":"Logistic regression; Medicine; Obstructive sleep apnea; Odds; Odds ratio; Sleep apnea; Apnea; Polysomnography; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007905885,0.0004507227,0.0003944084,0.001125176,0.001320662,0.001055393,0.001212778,0.0004828529,0.002430425],"category_scores_gemma":[0.002466991,0.0003814684,0.000571305,0.001999978,0.0004640615,0.000354345,0.0007758515,0.0008034295,0.000449565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01367101,"about_ca_system_score_gemma":0.02171102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9875172,"about_ca_topic_score_gemma":0.9923868,"domain_scores_codex":[0.9993382,0.0001193612,0.00006386024,0.0001337359,0.0001862851,0.000158443],"domain_scores_gemma":[0.9973119,0.0002451238,0.0003302399,0.00007789325,0.00138584,0.0006489041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007644693,0.0000389546,0.9945074,0.00003289956,0.00007504199,0.00009106749,0.0001862691,0.0001896987,0.000184014,0.00004334987,0.001382924,0.003191973],"study_design_scores_gemma":[0.00001954187,0.00002564083,0.9973332,0.0000481333,0.00002892879,0.00006722612,0.000884769,0.00102463,0.0000570681,0.00003167685,0.0004613924,0.00001771663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926956,0.0007405927,0.0001906958,0.0005148958,0.00002910353,0.00007361097,0.003726561,0.00001725592,0.002011715],"genre_scores_gemma":[0.9958155,0.0005872949,0.000372491,0.0001751789,0.000006629275,0.00004478947,0.001830794,0.000006497849,0.001160884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01367101,"threshold_uncertainty_score":0.09919059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379107199663134,"score_gpt":0.2482163153346023,"score_spread":0.224425243337971,"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."}}