{"id":"W1896686945","doi":"","title":"Frailty: Identifying elderly patients at high risk of poor outcomes.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Frailty in Older Adults","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Research Institute for Aging; Centre for Family Medicine","funders":"","keywords":"Medicine; Geriatrics; Psychological intervention; MEDLINE; Gerontology; Disease; Frailty syndrome; Health care; Psychiatry; Frailty Index","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003728276,0.0001815326,0.0004372673,0.0001390252,0.00004223061,0.00001463955,0.0001667045,0.0001183227,0.00005827232],"category_scores_gemma":[0.001792626,0.0001510636,0.0001304433,0.0001958165,0.00007830368,0.0001397845,0.0001460041,0.000192092,0.0001405651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594785,"about_ca_system_score_gemma":0.00003909075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007779048,"about_ca_topic_score_gemma":0.0001345563,"domain_scores_codex":[0.9980358,0.00006107084,0.0004364873,0.0002927102,0.0007258533,0.0004480011],"domain_scores_gemma":[0.9984373,0.0001014287,0.0002509342,0.0004918174,0.000292375,0.0004261205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001137508,0.0001961813,0.8688054,0.00005972086,0.0001566187,0.00001073197,0.0002932109,0.000002378299,0.000009008689,0.00001332663,0.01583801,0.1145016],"study_design_scores_gemma":[0.005806864,0.0001273048,0.9855068,0.00002589944,0.0001931412,0.000004748436,0.00005121082,0.000009051102,0.001450615,0.000253968,0.006428314,0.0001420346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932514,0.0001186279,0.00004551435,0.001116484,0.001002637,0.00108625,0.0000652269,0.00009612248,0.003217726],"genre_scores_gemma":[0.98963,0.00001398491,0.0004653266,0.0003511902,0.00009221155,0.0003187391,0.00006420891,0.00003804074,0.009026229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1167014,"threshold_uncertainty_score":0.6160194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.055139460103625,"score_gpt":0.2734913565346289,"score_spread":0.2183518964310039,"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."}}