{"id":"W2486656863","doi":"10.5664/jcsm.6190","title":"Relationship of Fluid Accumulation in the Neck to Sleep Structure in Men during Daytime Sleep","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Sleep & Circadian Network; Toronto General Hospital; Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Sleep (system call); Obstructive sleep apnea; Sleep deprivation; Polysomnography; Sleep apnea; Internal medicine; Arousal; Slow-wave sleep; Airway; Apnea; Anesthesia; Psychology; Circadian rhythm; Electroencephalography; 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":[0.0002046329,0.0002797604,0.000449648,0.0007386224,0.0003634937,0.0005696168,0.0002828726,0.0004289554,0.001003222],"category_scores_gemma":[0.00176898,0.0002804633,0.0004324447,0.0006303234,0.0003678672,0.0005023765,0.0003854458,0.0003931938,0.000145663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002883886,"about_ca_system_score_gemma":0.0003284036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00898255,"about_ca_topic_score_gemma":0.00997219,"domain_scores_codex":[0.9998887,0.000020875,0.00001378881,0.00002946793,0.00002054392,0.00002660995],"domain_scores_gemma":[0.9991964,0.0002658363,0.0002774661,0.00004226024,0.00007256596,0.0001456045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00157935,0.00004790835,0.9907086,0.00004075533,0.0001734896,0.0002666078,0.0003394078,0.0001737711,0.003476627,0.00002471196,0.00004727214,0.003121526],"study_design_scores_gemma":[0.000003472911,0.0001404322,0.9993613,0.000002616837,0.00002379733,0.00009617766,0.0001616047,0.00009005627,0.000074679,0.00001125648,0.00003117303,0.000003261997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985109,0.0007264788,0.00008326518,0.00002796295,0.00001089979,0.000008511308,0.0001685817,0.000004007794,0.0004592947],"genre_scores_gemma":[0.9995602,0.0001496551,0.00005154011,0.00001310332,0.00001413573,0.000004859075,0.00008880356,0.000001759975,0.0001159146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00898255,"threshold_uncertainty_score":0.01786053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09906625913599225,"score_gpt":0.4428632811066142,"score_spread":0.343797021970622,"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."}}