{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008806817,0.000258743,0.0002486105,0.0005595461,0.0001925985,0.0005870272,0.000287537,0.0003615128,0.001054481],"category_scores_gemma":[0.004808646,0.0001978893,0.0003234957,0.000713526,0.000181305,0.0003044461,0.0004975977,0.000410144,0.0002208878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001437935,"about_ca_system_score_gemma":0.0001066063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002757376,"about_ca_topic_score_gemma":0.004795219,"domain_scores_codex":[0.9991564,0.0002704148,0.0001205042,0.0002282,0.0001499213,0.00007459578],"domain_scores_gemma":[0.9970342,0.0007435203,0.001427773,0.0002875455,0.0003708697,0.0001361254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000151059,0.00001757757,0.9962326,0.00002971956,0.000134001,0.00001652812,0.0000370311,0.00005108075,0.0004099495,0.00001101681,0.00009489123,0.002814605],"study_design_scores_gemma":[0.000002288306,0.00005657019,0.9995109,0.000006719404,0.00003054504,0.00004582019,0.0000287538,0.00008599959,0.00007978755,0.00001232719,0.0001380534,0.000002260247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955669,0.00128621,0.0006772704,0.00007548785,0.00002408536,0.00001363581,0.001374796,0.00001149217,0.0009700804],"genre_scores_gemma":[0.9981817,0.0003107733,0.0003016588,0.00002743167,0.00003140645,0.00001926668,0.0007804901,0.000003297074,0.0003439764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002757376,"threshold_uncertainty_score":0.005482614,"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."}}