{"id":"W4311501860","doi":"10.1038/s41591-022-02100-x","title":"Association of wearable device-measured vigorous intermittent lifestyle physical activity with mortality","year":2022,"lang":"en","type":"article","venue":"Nature Medicine","topic":"Physical Activity and Health","field":"Medicine","cited_by":333,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Department of Health and Social Care; National Institute for Health and Care Research; UK Research and Innovation; National Health and Medical Research Council; Alan Turing Institute; British Heart Foundation; Wellcome Trust; Medical Research Council; Novo Nordisk; Wellcome","keywords":"Physical activity; Association (psychology); Medicine; Wearable computer; Gerontology; Physical medicine and rehabilitation; Internal medicine; Psychology; Computer science; Embedded system","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":[0.0006529947,0.0001692885,0.0007772587,0.00008305722,0.0001489783,0.000002806781,0.0001126634,0.0001241248,0.0001203997],"category_scores_gemma":[0.0003301199,0.0001198266,0.00009141725,0.0004903451,0.00008590356,0.00008885919,0.00006803346,0.001893951,0.000004010456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005102665,"about_ca_system_score_gemma":0.0002296899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003748879,"about_ca_topic_score_gemma":0.00009011172,"domain_scores_codex":[0.9976546,0.0001960188,0.0001782147,0.000308736,0.001373595,0.0002888265],"domain_scores_gemma":[0.9987593,0.0002388854,0.0003048988,0.0003220489,0.0001988307,0.0001760036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01032182,0.03315715,0.4949369,0.00314006,0.00323089,0.0004240366,0.008052341,0.0001705898,0.3416079,0.001923887,0.03513315,0.06790126],"study_design_scores_gemma":[0.006557206,0.00721217,0.9497156,0.000443289,0.0009674368,0.00006935747,0.0004584972,0.00140734,0.01948959,0.0004313974,0.01295598,0.0002922091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833447,0.0001867061,0.00004584503,0.01305497,0.0002224343,0.000411707,0.00002215436,0.00006087412,0.002650571],"genre_scores_gemma":[0.9972684,0.00001630967,0.0000365251,0.001075622,0.0006267628,0.00003852746,0.00002414716,0.00001943712,0.0008942209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4547786,"threshold_uncertainty_score":0.8228381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260060576730823,"score_gpt":0.3381923938742489,"score_spread":0.3121863362011666,"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."}}