{"id":"W4406987721","doi":"10.1093/ageing/afae277.069","title":"2795 Using the dynamics of the frailty index to assess population health across different countries","year":2025,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Frailty Index; Medicine; Index (typography); Gerontology; Frailty syndrome; Population; Environmental health","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":[0.008491873,0.0005188509,0.0006776055,0.003497519,0.0002999144,0.001767291,0.0007135899,0.0004894348,0.002391195],"category_scores_gemma":[0.01699542,0.0002650111,0.001577802,0.003812608,0.0006105714,0.00141642,0.002492862,0.0008021482,0.0007357628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007168794,"about_ca_system_score_gemma":0.0007511775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01377594,"about_ca_topic_score_gemma":0.007022472,"domain_scores_codex":[0.9964474,0.002012131,0.0003961945,0.0005844104,0.0003846341,0.000175174],"domain_scores_gemma":[0.9919585,0.002428498,0.003026239,0.001114161,0.00111675,0.0003558717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007617667,0.0000181445,0.9815199,0.00006046512,0.0006300911,0.00002598829,0.0001888972,0.002979783,0.0001001155,0.0004215906,0.001089678,0.0128892],"study_design_scores_gemma":[0.00001628705,0.0001893843,0.9802837,0.0001471531,0.000145769,0.0001369086,0.0004610467,0.01398904,0.0002342001,0.001845142,0.002514188,0.00003718856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9444119,0.001733874,0.0321408,0.000716883,0.0001264898,0.0001927811,0.01249394,0.000230427,0.007952786],"genre_scores_gemma":[0.987271,0.0002991675,0.006151353,0.0001274293,0.00003173972,0.000152888,0.005440468,0.00003446207,0.0004914034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01377594,"threshold_uncertainty_score":0.04490983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04062399257924969,"score_gpt":0.3606903117510247,"score_spread":0.320066319171775,"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."}}