{"id":"W2059606549","doi":"10.4997/jrcpe.2012.412","title":"Frailty and its quantitative clinical evaluation","year":2012,"lang":"en","type":"article","venue":"The Journal of the Royal College of Physicians of Edinburgh","topic":"Frailty in Older Adults","field":"Medicine","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Institutionalisation; Vulnerability (computing); Medicine; Gerontology; Social isolation; Disease; Health care; Isolation (microbiology); Psychiatry; Bioinformatics; Pathology","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":[0.008153306,0.0007270932,0.0008458392,0.004595043,0.0005432866,0.002515629,0.0007849419,0.0006596753,0.002774091],"category_scores_gemma":[0.02249681,0.0003056699,0.0005215458,0.002769366,0.00158152,0.001403208,0.001920104,0.0009058974,0.0006559927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00096785,"about_ca_system_score_gemma":0.001244651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004059879,"about_ca_topic_score_gemma":0.003929852,"domain_scores_codex":[0.9955851,0.001905136,0.0006784881,0.0002569422,0.001391472,0.0001828545],"domain_scores_gemma":[0.9911192,0.002798262,0.001977678,0.0004872986,0.003002218,0.0006153234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001623282,0.0002426725,0.4759645,0.002256261,0.0004955566,0.001864408,0.002616199,0.003792223,0.006190517,0.01287838,0.02521256,0.4668633],"study_design_scores_gemma":[0.0001254209,0.001669711,0.8678439,0.002301578,0.0003320864,0.01081678,0.002714835,0.009340986,0.003168269,0.02324723,0.07815509,0.0002839849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5949601,0.1210761,0.1321636,0.00988744,0.001676187,0.002426403,0.009510182,0.0009818994,0.1273182],"genre_scores_gemma":[0.9357131,0.01515449,0.03873661,0.0008372763,0.0005243768,0.0009500536,0.001683194,0.00009137287,0.006309615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008153306,"threshold_uncertainty_score":0.04311931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07854416983928252,"score_gpt":0.3795695386743257,"score_spread":0.3010253688350432,"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."}}