{"id":"W4404657664","doi":"10.61091/jpms2024130611","title":"Assessing STOP-Bang Questionnaire Sensitivity and Specificity for Sleep Apnea Detection in Iraqi Adults","year":2024,"lang":"en","type":"article","venue":"Journal of Pioneering Medical Science","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sleep apnea; Apnea; Sleep (system call); Sensitivity (control systems); Psychology; Audiology; Medicine; Obstructive sleep apnea; Anesthesia; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001814843,0.0003193765,0.0003517315,0.0009139394,0.0001831354,0.0004507753,0.0004068823,0.0004833351,0.001330459],"category_scores_gemma":[0.005377588,0.0002695141,0.0004751957,0.0004113288,0.0002233478,0.0003563557,0.0004059875,0.0002812152,0.0003734252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002205578,"about_ca_system_score_gemma":0.0002457703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002711657,"about_ca_topic_score_gemma":0.004282435,"domain_scores_codex":[0.9993021,0.0002412783,0.0001049117,0.00008489883,0.0001707418,0.00009595595],"domain_scores_gemma":[0.9979655,0.0007248936,0.0006235852,0.00008123604,0.0004317519,0.0001731204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005873125,0.00002073561,0.9984086,0.00001541135,0.00003112801,0.00001367652,0.00004829636,0.00002840196,0.0001376653,0.000005500471,0.00006587613,0.001165949],"study_design_scores_gemma":[0.000008442855,0.0001141284,0.9989096,0.00001319515,0.00003124725,0.0001324743,0.000139391,0.00042072,0.00008018108,0.000008610647,0.0001386207,0.000003282787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979857,0.0005132196,0.0001520475,0.0000594761,0.00001379579,0.00003649767,0.0003843785,0.000009274889,0.0008455451],"genre_scores_gemma":[0.9991882,0.0001110934,0.0002400084,0.00002917074,0.00001246583,0.00002711161,0.0002668323,0.00000106074,0.0001239827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002711657,"threshold_uncertainty_score":0.009597898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224609548246921,"score_gpt":0.344157095403365,"score_spread":0.3219109999208958,"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."}}