{"id":"W4286484130","doi":"10.1016/j.sleep.2022.05.277","title":"The relationship between sleep and multimorbidity in community dwelling populations: a global perspective","year":2022,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Perspective (graphical); Multimorbidity; Geography; Sleep (system call); Medicine; Comorbidity; Psychiatry; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0033581,0.00006451543,0.0001430253,0.00004055477,0.004459599,0.00001951292,0.0002084049,0.00003670745,0.00007751132],"category_scores_gemma":[0.003671249,0.00005098485,0.00002087518,0.0004502798,0.0003353293,0.00007678319,0.0000947337,0.0005337798,0.000001891645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007056214,"about_ca_system_score_gemma":0.0000670346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1466794,"about_ca_topic_score_gemma":0.05659865,"domain_scores_codex":[0.9977113,0.001317859,0.0002385646,0.0001040175,0.0003558125,0.0002724705],"domain_scores_gemma":[0.9972141,0.002388884,0.00007580424,0.0001601975,0.00004659793,0.0001143832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006046697,0.00001222836,0.8071845,0.000006785714,0.000003026122,9.069479e-7,0.01618392,0.00002811944,1.128687e-8,0.1749332,0.0002258082,0.001415498],"study_design_scores_gemma":[0.0003125395,0.00002495299,0.8273823,0.00001724668,0.00001023967,4.100436e-7,0.1173316,0.0001423815,1.459469e-8,0.04977657,0.004957159,0.00004457785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132015,0.002099581,0.0001028104,0.07548064,0.0005448876,0.0003877976,0.00002124931,0.0000390928,0.008122495],"genre_scores_gemma":[0.9986185,0.00005768202,0.00007415507,0.0008728041,0.0002310344,0.00003089285,0.00001240284,0.00000369533,0.00009882764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251566,"threshold_uncertainty_score":0.9968365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1742429602531758,"score_gpt":0.4380428280066851,"score_spread":0.2637998677535093,"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."}}