{"id":"W4283776551","doi":"10.21203/rs.3.rs-1758620/v1","title":"Gender Differences in Obstructive Sleep Apnea with Comorbid Treatment-Resistant Depression","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University; ResMed; ResMed Foundation","keywords":"Obstructive sleep apnea; Depression (economics); Medicine; Sleep apnea; Polysomnography; Mood; Sleep disorder; Apnea; Physical therapy; Sleep (system call); Insomnia; Psychiatry; Internal medicine","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":[0.0005878631,0.0001405123,0.0002338949,0.0004130178,0.0002912626,0.0003855674,0.0001876,0.0002954832,0.004181509],"category_scores_gemma":[0.003057556,0.0001501455,0.0003249079,0.0003583374,0.0001802714,0.0002467722,0.0002484351,0.0002617931,0.000236089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647968,"about_ca_system_score_gemma":0.0001498555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020308,"about_ca_topic_score_gemma":0.00323093,"domain_scores_codex":[0.9996129,0.0001291226,0.00004110885,0.00008491389,0.00006781751,0.0000641623],"domain_scores_gemma":[0.9984151,0.0004471015,0.0007788053,0.00008168105,0.00008748284,0.0001898636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009468978,0.00002164501,0.9982244,0.000006284183,0.00003030481,0.000107609,0.0001157195,0.00000745711,0.0002020869,0.00002554987,0.0000509003,0.001113345],"study_design_scores_gemma":[0.000002975881,0.0000394072,0.9993836,0.000005327419,0.000009066879,0.000309137,0.0001073753,0.00004114542,0.00002137744,0.00001840544,0.00006112557,0.000001071695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986945,0.0004663776,0.00004182594,0.00005081177,0.000009399825,0.000005951655,0.000110669,0.000001162968,0.0006193501],"genre_scores_gemma":[0.9997385,0.00006575103,0.00001881935,0.00002083911,0.000006498963,0.000002630769,0.00005368541,7.475128e-7,0.0000924799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004181509,"threshold_uncertainty_score":0.01398855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09057090867581075,"score_gpt":0.389669909161523,"score_spread":0.2990990004857123,"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."}}