{"id":"W4405221041","doi":"10.1136/bmjopen-2024-085318","title":"Integrating accelerometry, GPS, GIS and molecular data to investigate mechanistic pathways of the urban environmental exposome and cognitive outcomes in older adults: a longitudinal study protocol","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stoneygate Trust; National Institute on Aging; Economic and Social Research Council; Kidney Research UK; National Institutes of Health; Queen's University; Foundation for the National Institutes of Health; Queen's University Belfast; Department for the Economy; UK Research and Innovation; Science Foundation Ireland; Atlantic Philanthropies; Medical Research Council; Centre for Ageing Research and Development in Ireland","keywords":"Exposome; Medicine; Protocol (science); Global Positioning System; Cognition; Level design; Gerontology; Geographic information system; Environmental health; Human–computer interaction; Pathology; Alternative medicine; Cartography; Psychiatry; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04762191,0.003424713,0.003313104,0.003657138,0.004739798,0.003252998,0.004815158,0.004619351,0.03641846],"category_scores_gemma":[0.03848036,0.003437137,0.003887873,0.004105698,0.002257622,0.003362326,0.003698238,0.004936071,0.01375147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004588899,"about_ca_system_score_gemma":0.02780117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01140946,"about_ca_topic_score_gemma":0.01678911,"domain_scores_codex":[0.9810693,0.01100358,0.003321857,0.001910378,0.001561724,0.00113336],"domain_scores_gemma":[0.978871,0.004313697,0.002042183,0.003876632,0.009221077,0.001675369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.1016419,0.02761553,0.06343392,0.08263912,0.004628393,0.004603319,0.0232757,0.0134846,0.006908779,0.04193021,0.3830134,0.2468251],"study_design_scores_gemma":[0.1163415,0.03412848,0.1682565,0.0400696,0.003474843,0.001460952,0.01165218,0.014838,0.005005265,0.03489643,0.5686405,0.00123589],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003245442,0.0002270814,0.005769757,0.0003981124,0.0001984185,0.9777628,0.01060284,0.00008228853,0.001713222],"genre_scores_gemma":[0.00184807,0.0001067884,0.003161252,0.00012886,0.00002272771,0.9931196,0.001249752,0.000005648097,0.0003572873],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04762191,"threshold_uncertainty_score":0.2518517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011600899950422,"score_gpt":0.3863443648738028,"score_spread":0.2851842748787606,"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."}}