{"id":"W4416637861","doi":"10.1183/13993003.congress-2025.pa3205","title":"Identification of Obstructive Apnea Signatures Result in Phenotypes with Distinct Biometric Differences","year":2025,"lang":"","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NSCAD University; Dalhousie University","funders":"","keywords":"Obstructive sleep apnea; Phenotype; Biometrics; Airway; Identification (biology); Sleep apnea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004292709,0.0002601338,0.0002373665,0.0006071155,0.0001324747,0.0003702639,0.0001891373,0.0002305344,0.006170784],"category_scores_gemma":[0.001036936,0.00008337391,0.0003053772,0.0003501586,0.0001550481,0.0002470041,0.0003884803,0.0002128338,0.0009021672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034926,"about_ca_system_score_gemma":0.0001184258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007548245,"about_ca_topic_score_gemma":0.0009947157,"domain_scores_codex":[0.9998698,0.0000320024,0.00001376612,0.00003627032,0.00003188542,0.00001628914],"domain_scores_gemma":[0.9996246,0.00017176,0.00007085086,0.00005873351,0.00005108144,0.00002279267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002097262,0.0002590893,0.3756981,0.0003500287,0.0002062884,0.001029251,0.0007464523,0.008344198,0.2636029,0.002370755,0.009328537,0.335967],"study_design_scores_gemma":[0.00003167426,0.0002979586,0.9324565,0.00002753719,0.00006043232,0.001778188,0.0002330433,0.03070418,0.02789707,0.001765994,0.004714026,0.00003322696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9231192,0.0002476483,0.06457626,0.0002920819,0.0000487185,0.0001644011,0.006424289,0.001196998,0.003930302],"genre_scores_gemma":[0.9535094,0.0001383234,0.03897833,0.00006366198,0.0000178199,0.00009694359,0.005281026,0.0001324867,0.001781979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006170784,"threshold_uncertainty_score":0.02064329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532463411126497,"score_gpt":0.3003062169010626,"score_spread":0.2849815827897977,"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."}}