{"id":"W3005656468","doi":"10.1093/sleep/zsaa022","title":"Untangling sex differences in obstructive sleep apnea: a significant step toward precision medicine","year":2020,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Hotchkiss Brain Institute; University of Calgary","funders":"Alzheimer Society; University of Calgary","keywords":"Obstructive sleep apnea; Medicine; Sleep (system call); Precision medicine; Sleep apnea; Sleep medicine; Polysomnography; Sleep apnea syndromes; Apnea; Psychology; Audiology; Internal medicine; Psychiatry; Sleep disorder; Insomnia; Computer science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02943084,0.0013748,0.004509236,0.003088495,0.001649404,0.005727805,0.00342098,0.003576758,0.005258223],"category_scores_gemma":[0.05357657,0.001064322,0.002401466,0.001930747,0.00481591,0.006870281,0.003026127,0.007530248,0.0007910606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078134,"about_ca_system_score_gemma":0.003780683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006136417,"about_ca_topic_score_gemma":0.01047621,"domain_scores_codex":[0.9907306,0.004490362,0.0008130864,0.002105574,0.001362278,0.0004981118],"domain_scores_gemma":[0.9161469,0.06234362,0.004535753,0.01167397,0.004272355,0.001027422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002125959,0.001037186,0.3498506,0.006870925,0.01106443,0.001000254,0.005272449,0.002076371,0.01702393,0.06812114,0.03323738,0.5023194],"study_design_scores_gemma":[0.0004916974,0.001968572,0.3813033,0.005838233,0.006482729,0.001782406,0.00583267,0.00329112,0.007215115,0.4119312,0.1732355,0.0006274259],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1352889,0.4756984,0.198782,0.1355184,0.01226968,0.0003803964,0.00785338,0.0008810475,0.03332772],"genre_scores_gemma":[0.6420329,0.1156186,0.1423029,0.06707186,0.02274669,0.0005943436,0.002779152,0.0004829482,0.006370614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02943084,"threshold_uncertainty_score":0.155647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05169361666552029,"score_gpt":0.3040987457720805,"score_spread":0.2524051291065602,"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."}}