{"id":"W2018014518","doi":"10.1042/cs20140070","title":"New frontiers in obstructive sleep apnoea","year":2014,"lang":"en","type":"review","venue":"Clinical Science","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; Toronto Rehabilitation Institute; University of Toronto; University Health Network; University of British Columbia","funders":"National Center for Advancing Translational Sciences; National Center for Research Resources; National Heart, Lung, and Blood Institute; National Institute on Aging; Canadian Institutes of Health Research","keywords":"Medicine; Airway; Sleep (system call); Obstructive sleep apnea; Excessive daytime sleepiness; Diabetes mellitus; Intermittent hypoxia; Obesity; Asphyxia; Arousal; Intensive care medicine; Cardiology; Internal medicine; Sleep disorder; Anesthesia; Endocrinology; Insomnia; Psychology; Neuroscience; Psychiatry","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":[0.0007856124,0.0008708651,0.001531266,0.002949971,0.0003582465,0.001476704,0.0009147227,0.001736044,0.008869176],"category_scores_gemma":[0.001054576,0.0003325396,0.0008445948,0.002925285,0.0006382691,0.00244466,0.001031183,0.002768399,0.00368332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007360886,"about_ca_system_score_gemma":0.001759203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183631,"about_ca_topic_score_gemma":0.002274236,"domain_scores_codex":[0.999629,0.00006748067,0.00006448478,0.00005486601,0.0001471029,0.00003705748],"domain_scores_gemma":[0.9993629,0.0003204793,0.00007091025,0.00002073748,0.0001714555,0.0000535352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006255219,0.00007409938,0.0001547196,0.02652899,0.0000904352,0.0002372225,0.0001176805,0.0001948382,0.001208849,0.005734476,0.03356135,0.9320349],"study_design_scores_gemma":[0.00001079693,0.00004971146,0.0005174504,0.004631808,0.00005230505,0.0008676967,0.00007854839,0.00003317199,0.00009640347,0.001912576,0.9917355,0.00001402917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004838205,0.9978791,0.00007877289,0.0004408466,0.0004450756,0.000004179663,0.00001330073,0.000007266342,0.001083083],"genre_scores_gemma":[0.0004253042,0.9980136,0.0001763529,0.0002836489,0.00038965,0.000005025163,0.00002635313,0.000001684356,0.0006783579],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008869176,"threshold_uncertainty_score":0.02967036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040565606352369,"score_gpt":0.4731138255042959,"score_spread":0.369057264869059,"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."}}