{"id":"W2894927328","doi":"10.1186/s12916-018-1176-6","title":"Frailty, nutrition-related parameters, and mortality across the adult age spectrum","year":2018,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Mahidol University; Dalhousie University","keywords":"Medicine; National Health and Nutrition Examination Survey; Anthropometry; Malnutrition; Gerontology; Observational study; Body mass index; Vitamin D and neurology; Demography; Frailty Index; Environmental health; Population; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004610289,0.0002623282,0.000488278,0.00006017196,0.0002319681,0.00002306408,0.0001970077,0.000167218,0.0005627169],"category_scores_gemma":[0.001238689,0.0001572202,0.00007639521,0.000366029,0.001913812,0.0000770215,0.00009763439,0.0003909908,0.0001442874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004819364,"about_ca_system_score_gemma":0.00005222715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009494309,"about_ca_topic_score_gemma":0.001829638,"domain_scores_codex":[0.9978853,0.00009717602,0.0005152786,0.000473523,0.0005463707,0.0004823146],"domain_scores_gemma":[0.9981872,0.0003565411,0.0001341776,0.0008734126,0.0001686814,0.0002799962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001553839,0.001518725,0.6440808,0.002485009,0.00137298,0.00115368,0.03051587,0.000002460719,0.01111447,0.008111416,0.278431,0.01965974],"study_design_scores_gemma":[0.01489853,0.002639072,0.9441301,0.002081662,0.0005260226,0.0008663142,0.002937894,0.0008693315,0.003414523,0.007992899,0.01920754,0.0004360935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973911,0.0008828285,0.0002959308,0.01770297,0.0007557474,0.001000327,0.00002489247,0.0001706474,0.00525562],"genre_scores_gemma":[0.9911728,0.0003049287,0.0008117938,0.003212632,0.00124315,0.00004996202,0.00008069336,0.00003559695,0.003088439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3000493,"threshold_uncertainty_score":0.705152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05261133343767536,"score_gpt":0.3472353486898946,"score_spread":0.2946240152522192,"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."}}