{"id":"W3154118368","doi":"10.21037/qims-20-852","title":"Associations between brain volumetry and relaxometry signatures and the Edmonton Frail Scale in frailty","year":2021,"lang":"en","type":"article","venue":"Quantitative Imaging in Medicine and Surgery","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Relaxometry; Magnetic resonance imaging; Medicine; Nuclear medicine; Radiology","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":[0.001012783,0.0004734489,0.0002709574,0.000978985,0.0002417813,0.0003123581,0.000282792,0.0003819428,0.001669404],"category_scores_gemma":[0.002733746,0.0001166136,0.0002766813,0.0003959711,0.0003588165,0.0002590441,0.0005302913,0.0003979376,0.0001330341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162033,"about_ca_system_score_gemma":0.0001728492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002295936,"about_ca_topic_score_gemma":0.002933815,"domain_scores_codex":[0.9998085,0.00004729674,0.00002051179,0.00005037824,0.00004193265,0.00003137707],"domain_scores_gemma":[0.9985946,0.0003101467,0.000646297,0.0001039785,0.0001351297,0.0002099162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005814286,0.00006042932,0.9936241,0.00002096463,0.0001062908,0.00016398,0.0001287433,0.0001490898,0.001005237,0.00004204978,0.00008365508,0.004034039],"study_design_scores_gemma":[0.000003899454,0.00008948376,0.999321,0.000003534682,0.00001790993,0.0001621711,0.00002768226,0.0002097734,0.0000569486,0.00004873636,0.00005635952,0.000002627023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991684,0.0002368205,0.0001407637,0.0000201231,0.000002983039,0.000005055501,0.0001019931,0.000003429654,0.000320498],"genre_scores_gemma":[0.9995574,0.00003935598,0.0001476323,0.000004771678,0.000004477855,0.000005093467,0.00010664,0.000001221361,0.0001332891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002295936,"threshold_uncertainty_score":0.005584717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04595066438688371,"score_gpt":0.3425660000907134,"score_spread":0.2966153357038296,"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."}}