{"id":"W2974376570","doi":"10.1093/ageing/afz103.217","title":"334 GEMS: Geriatric Emergency Service - Rockwood’s Clinical Frailty Scale and Outcomes","year":2019,"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":"","funders":"","keywords":"Medicine; Triage; Institutionalisation; Gerontology; Vulnerability (computing); Aged care; Emergency medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005269133,0.0002857385,0.0003276693,0.001340172,0.0003554276,0.0003384205,0.0003637385,0.0002733529,0.007203691],"category_scores_gemma":[0.001670011,0.00007550604,0.00040336,0.001071052,0.0001817006,0.000245016,0.0006306403,0.0004054045,0.0006452209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005963,"about_ca_system_score_gemma":0.001072301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07431481,"about_ca_topic_score_gemma":0.0741461,"domain_scores_codex":[0.999685,0.00004060093,0.0000381805,0.00003312109,0.0001178199,0.00008525841],"domain_scores_gemma":[0.9992106,0.00005541473,0.000246214,0.0000168269,0.0001814643,0.0002894732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001665598,0.00008005166,0.9875886,0.00004470426,0.00004918505,0.00005900434,0.00005208033,0.00006477343,0.00004722652,0.0000369524,0.003816679,0.007994204],"study_design_scores_gemma":[0.000009425995,0.00003421198,0.9993227,0.00002144257,0.000008738497,0.00004302281,0.00004437851,0.00005983143,0.00001317351,0.00001830386,0.0004223142,0.000002520367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980862,0.001495858,0.0001117382,0.0006319909,0.00007082502,0.000116497,0.01076435,0.00002741918,0.005919343],"genre_scores_gemma":[0.9927024,0.0002845519,0.0001805757,0.00009864302,0.00003811989,0.00007578023,0.005445004,0.000002511571,0.001172366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07431481,"threshold_uncertainty_score":0.1477645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03089067722027912,"score_gpt":0.3243364555556594,"score_spread":0.2934457783353803,"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."}}