{"id":"W4319592914","doi":"10.51224/srxiv.254","title":"Independent and Joint Associations of Physical Activity and Sleep on Mental Health among 220,324 Adults in 214 Countries","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Physical Activity and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Mental health; Joint (building); Sleep (system call); Psychology; Gerontology; Psychiatry; Clinical psychology; Medicine; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001399828,0.0003901199,0.0004837084,0.0009751215,0.0004740411,0.0007424601,0.000478135,0.0005653778,0.000773064],"category_scores_gemma":[0.003072614,0.0006182177,0.001016291,0.001679212,0.000395873,0.0004578655,0.001302636,0.0004053171,0.0002213309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635615,"about_ca_system_score_gemma":0.0003140958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0188847,"about_ca_topic_score_gemma":0.02710062,"domain_scores_codex":[0.9989619,0.0005530621,0.0001412945,0.0001562959,0.00007698528,0.0001105184],"domain_scores_gemma":[0.9981955,0.0004619439,0.0008561666,0.000222257,0.0001534447,0.0001107064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003175719,0.00001809462,0.9988601,0.00001352913,0.00008498041,0.00002135614,0.0001703757,0.00004722557,0.00007362996,0.00000934899,0.00005312195,0.0006164708],"study_design_scores_gemma":[0.000004304488,0.00004193,0.9989932,0.00001135423,0.00006005078,0.00003901294,0.0005298565,0.000153226,0.00003055119,0.000008352548,0.0001252744,0.000002922175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990607,0.0000987261,0.00005974385,0.00001901028,0.000001787226,0.000008419904,0.0006385337,0.000001689642,0.00011151],"genre_scores_gemma":[0.9985626,0.0001550855,0.0001758805,0.00002106744,0.000003942579,0.00003289523,0.000948864,0.000001802043,0.00009781602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0188847,"threshold_uncertainty_score":0.03754956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05833230601534679,"score_gpt":0.3543613374077664,"score_spread":0.2960290313924197,"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."}}