{"id":"W4415055806","doi":"10.1002/agm2.70050","title":"Detection of Frailty in Primary Care","year":2025,"lang":"en","type":"article","venue":"Aging Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Life expectancy; Activities of daily living; Confusion; Population; Poverty; Frailty syndrome; Balance (ability); Population ageing; Primary care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001654618,0.00009864268,0.0003304376,0.0003432851,0.00001900144,0.000001151278,0.0000676103,0.00006715287,0.00003452717],"category_scores_gemma":[0.0002762543,0.00008174168,0.00003239502,0.0005168422,0.0001152259,0.0000344214,0.0000323748,0.0002219285,0.000004338436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009914,"about_ca_system_score_gemma":0.00009296541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005769703,"about_ca_topic_score_gemma":0.000169835,"domain_scores_codex":[0.9991115,0.00002577162,0.0003079032,0.0001849706,0.0002172562,0.0001525555],"domain_scores_gemma":[0.9993994,0.0001049439,0.00005329551,0.00028963,0.0001079133,0.00004479563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002333285,0.00011811,0.2239651,0.003821536,0.00008506719,0.0001022635,0.006590265,0.00001628855,0.260853,0.0001292822,0.002239408,0.5018464],"study_design_scores_gemma":[0.006367458,0.000361421,0.9217204,0.006327067,0.0001366179,0.00002590102,0.001850452,0.0001217993,0.0525767,0.0002131043,0.01019017,0.0001088515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9168031,0.005241937,0.001429441,0.007165641,0.0006795066,0.0004401287,0.000001882334,0.00009434338,0.06814403],"genre_scores_gemma":[0.9967644,0.00007674313,0.0002401519,0.001282548,0.000109261,0.00001077148,0.00002546793,0.000009635616,0.001481012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6977553,"threshold_uncertainty_score":0.3333329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511135993039283,"score_gpt":0.2915585723269464,"score_spread":0.2764472123965536,"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."}}