{"id":"W2969865377","doi":"10.1136/bmjopen-2018-026942","title":"Sleep duration and multimorbidity in Luxembourg: results from the European Health Examination Survey in Luxembourg, 2013–2015","year":2019,"lang":"en","type":"article","venue":"BMJ Open","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Socioeconomic status; Demography; Cross-sectional study; Duration (music); Sleep (system call); National Health and Nutrition Examination Survey; Population; Gerontology; Epidemiology; Pediatrics; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009476925,0.0001378919,0.0002906453,0.00008995436,0.00004645461,0.0001560585,0.0002571344,0.0000361129,0.0001418676],"category_scores_gemma":[0.000566632,0.00010778,0.00001951322,0.0002343859,0.00003776186,0.0003551807,0.0003509611,0.0001683576,0.0001689202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182358,"about_ca_system_score_gemma":0.0001677043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03804962,"about_ca_topic_score_gemma":0.03538797,"domain_scores_codex":[0.9967206,0.001773672,0.0005874168,0.0004071497,0.0002839628,0.0002272011],"domain_scores_gemma":[0.9987242,0.0003106419,0.0002578243,0.0005791112,0.00004721436,0.00008098641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001237257,0.000452377,0.9019204,0.0002360314,0.00006505119,0.00009739801,0.004117987,0.0004321358,0.0000687486,0.0003206412,0.05312311,0.03792888],"study_design_scores_gemma":[0.005661529,0.00008513846,0.9875847,0.000284101,0.000008913881,0.000001472357,0.0006224794,0.003993871,0.000005580121,0.0000692972,0.001563734,0.0001192458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513262,0.00011005,0.00003413873,0.009205456,0.0002176277,0.007487293,0.0001071564,0.00002725414,0.03148482],"genre_scores_gemma":[0.9970123,0.00006966504,0.000101855,0.0004730971,0.00008589943,0.00003175885,0.001160127,0.00002130756,0.001043966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08566425,"threshold_uncertainty_score":0.9822137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1622168800988145,"score_gpt":0.4226500155147519,"score_spread":0.2604331354159374,"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."}}