{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006813167,0.0001532897,0.0004260428,0.0003414524,0.0001657955,0.000004326721,0.0001802255,0.00007878133,0.00009245742],"category_scores_gemma":[0.000277582,0.0001723424,0.00004329361,0.0008260162,0.0002131374,0.0001059446,0.0003179414,0.001030383,1.65719e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197518,"about_ca_system_score_gemma":0.000244516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5616217,"about_ca_topic_score_gemma":0.8063731,"domain_scores_codex":[0.9979034,0.000399851,0.0004945744,0.000246566,0.0006795701,0.0002760088],"domain_scores_gemma":[0.9988521,0.0002771978,0.0001825864,0.0003810293,0.0002094261,0.00009769134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005715307,0.0004140589,0.9635445,0.0003634764,0.00008104468,0.00004064701,0.009428831,0.001016339,0.003027905,0.00004174844,0.00003902099,0.02143091],"study_design_scores_gemma":[0.002797519,0.0003483552,0.9430915,0.00005507615,0.0000353485,0.00003845866,0.03669684,0.01266944,0.003852769,0.000191232,0.0001102757,0.0001131901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980414,0.0001859961,0.00004556254,0.0002296596,0.0001744154,0.0006804039,0.0002586714,0.00001315873,0.0003707337],"genre_scores_gemma":[0.9995941,0.000003578237,0.0001194106,0.00003629632,0.00002449675,0.00007825723,0.00009916362,0.00001993263,0.00002479966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2447514,"threshold_uncertainty_score":0.702792,"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."}}