{"id":"W4200533598","doi":"10.2196/32352","title":"Impact of Biological and Lifestyle Factors on Cognitive Aging and Work Ability in the Dortmund Vital Study: Protocol of an Interdisciplinary, Cross-sectional, and Longitudinal Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Leibniz-Gemeinschaft; Leibniz-Institut für Arbeitsforschung an der TU Dortmund","keywords":"Cross-sectional study; Gerontology; Cognition; Protocol (science); Medicine; Psychology; Alternative medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.006982229,0.002288544,0.002197299,0.001473574,0.002124704,0.001011282,0.001596237,0.002369752,0.005142884],"category_scores_gemma":[0.004015153,0.001438588,0.001699406,0.001238572,0.0008888224,0.0007509463,0.001645521,0.001308441,0.002077056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001649486,"about_ca_system_score_gemma":0.003793821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004534878,"about_ca_topic_score_gemma":0.006271667,"domain_scores_codex":[0.9972258,0.001206339,0.0003897313,0.0006565935,0.0002126668,0.0003088178],"domain_scores_gemma":[0.9972881,0.0003814984,0.0003441961,0.0007339727,0.0008466872,0.000405537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1997496,0.06460793,0.5274249,0.006177958,0.002394044,0.003081151,0.008970109,0.00764461,0.02514069,0.005347987,0.03966588,0.1097952],"study_design_scores_gemma":[0.02297681,0.04029664,0.8519892,0.0007690894,0.0006959215,0.0005383483,0.002382983,0.001978658,0.003387334,0.002108944,0.07260103,0.0002750128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4296311,0.001591805,0.01258912,0.0005608458,0.0004031171,0.5274099,0.02135909,0.000201156,0.006253794],"genre_scores_gemma":[0.1370313,0.0005017824,0.01342097,0.0004513654,0.0001529897,0.8360091,0.009344841,0.000029618,0.003058065],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.006982229,"threshold_uncertainty_score":0.03692597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3792109569109293,"score_gpt":0.6725166646384647,"score_spread":0.2933057077275354,"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."}}