{"id":"W2017961722","doi":"10.1093/ageing/afu129.1","title":"52 * THE PREVALENCE OF FRAILTY IN THE ACUTE GENERAL SURGICAL SETTING","year":2014,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Context (archaeology); Population; Epidemiology; Gerontology; Disease; Pediatrics; Internal medicine","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":[0.0004782114,0.00006746956,0.0001190318,0.00001901206,0.00005897206,0.00001466921,0.0001126759,0.00003491315,0.0000261812],"category_scores_gemma":[0.0001190747,0.00003392976,0.00003503936,0.00008513237,0.00007988909,0.00004175088,0.00004689747,0.0001862897,0.000002598085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004882253,"about_ca_system_score_gemma":0.000007988751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008254714,"about_ca_topic_score_gemma":0.0000285906,"domain_scores_codex":[0.9993259,0.0001025987,0.0001497513,0.0001206148,0.0001576266,0.0001434538],"domain_scores_gemma":[0.9994075,0.0002998121,0.00004117758,0.0002135369,0.00001373227,0.00002419957],"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":[0.0002558999,0.0003628016,0.2364321,0.002755369,0.0002827509,0.03158953,0.04870265,0.00009572268,0.04973627,0.005936013,0.008675365,0.6151755],"study_design_scores_gemma":[0.001339742,0.0001542063,0.976357,0.0004337993,0.00012013,0.000300707,0.0002549783,0.002488866,0.001258068,0.0004748677,0.0167089,0.0001087494],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925656,0.0002413468,0.00005011976,0.003120983,0.00003452831,0.0001435796,0.000002113291,0.00001021713,0.003831486],"genre_scores_gemma":[0.9974294,0.0001126326,0.0002393866,0.0007589514,0.000176322,0.00000600614,0.000002347001,0.000005519086,0.0012694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7399249,"threshold_uncertainty_score":0.1383616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756842704710252,"score_gpt":0.2849687234773415,"score_spread":0.267400296430239,"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."}}