{"id":"W2408631410","doi":"10.1093/sleep/27.3.536","title":"Polysomnography Performed in the Unattended Home Versus the Attended Laboratory Setting—Sleep Heart Health Study Methodology","year":2004,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; University of Minnesota; University of California, Davis; Case Western Reserve University; York University; Johns Hopkins University","keywords":"Polysomnography; Polysomnogram; Respiratory disturbance index; Medicine; Quartile; Body mass index; Physical therapy; Sleep Stages; Sleep medicine; Sleep disorder; Internal medicine; Apnea; Confidence interval; Insomnia; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005254489,0.0003419744,0.0006306679,0.0005230596,0.0004517315,0.00005271687,0.0006136253,0.0001384958,0.0001582293],"category_scores_gemma":[0.0006533164,0.0002035789,0.0002062416,0.002107285,0.000493218,0.0001284908,0.000170101,0.001430154,0.00009838173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004367228,"about_ca_system_score_gemma":0.0002606188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005868252,"about_ca_topic_score_gemma":0.0008154528,"domain_scores_codex":[0.9941134,0.002401516,0.0005920792,0.0006533222,0.001166273,0.001073404],"domain_scores_gemma":[0.9972934,0.0008873585,0.0001573753,0.001200745,0.0002250982,0.0002359935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007584946,0.006424708,0.8633165,0.0003103358,0.001876831,0.0006094951,0.05709795,0.00021816,0.004796868,0.005780464,0.0009407811,0.05104296],"study_design_scores_gemma":[0.01735556,0.003665725,0.9275939,0.00002621896,0.0001475526,0.0000652669,0.04865057,0.0000672419,0.0004692156,0.0006583523,0.001007544,0.0002928412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455286,0.0007863136,0.0001263688,0.04960306,0.0007201,0.002587069,0.00002048874,0.000091945,0.0005360229],"genre_scores_gemma":[0.9938477,0.00001704472,0.001755519,0.0037874,0.0002849729,0.0002222194,0.00002113845,0.0000524753,0.00001157249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0642774,"threshold_uncertainty_score":0.8301706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05788735215462874,"score_gpt":0.3808797236012251,"score_spread":0.3229923714465964,"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."}}