{"id":"W4417058510","doi":"10.1093/ageing/afaf318.036","title":"The Role of Social and Demographic Factors in Shaping Frailty in Europe","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":"Trinity College","funders":"","keywords":"Multinomial logistic regression; Loneliness; Logistic regression; Multilevel model; Poverty; Socioeconomic status; Social support; Regression analysis; Older people","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":[0.001556619,0.0002416407,0.0004459403,0.001649117,0.0004076677,0.001251507,0.0004134921,0.0003661591,0.00165437],"category_scores_gemma":[0.003790179,0.0001434854,0.0006728426,0.002012658,0.0006211323,0.0006418949,0.001517753,0.0003298841,0.0001725702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003989631,"about_ca_system_score_gemma":0.0003981057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009168067,"about_ca_topic_score_gemma":0.009407007,"domain_scores_codex":[0.9991968,0.0002952295,0.0001085719,0.0001741113,0.00008054976,0.0001448501],"domain_scores_gemma":[0.9985507,0.0003623719,0.0005888867,0.0001258329,0.0001526887,0.0002194342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007144026,0.00003240354,0.9916912,0.00007067318,0.0002299867,0.00008642081,0.0005196555,0.0003216976,0.0001259403,0.0002600795,0.0002189646,0.006371447],"study_design_scores_gemma":[0.000002084196,0.00001478842,0.9990103,0.00002698955,0.00002045113,0.0000477107,0.000316962,0.0000857722,0.00001703769,0.0001555167,0.0002994458,0.000002881805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952224,0.001677036,0.000338498,0.0001883664,0.000010247,0.00001035718,0.001017412,0.000006604616,0.001529151],"genre_scores_gemma":[0.9988562,0.00042034,0.0001215241,0.00004050213,0.00001220955,0.000009425217,0.0004478238,0.000002379308,0.00008957172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009168067,"threshold_uncertainty_score":0.01822937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320462707880195,"score_gpt":0.2800167177871101,"score_spread":0.2568120907083082,"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."}}