{"id":"W2946653339","doi":"10.1113/ep087822","title":"Electrophysiology and frailty: Is there potential to move from clinical scales to biomarker?","year":2019,"lang":"en","type":"letter","venue":"Experimental Physiology","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Sarcopenia; Biomarker; Medicine; Electrophysiology; Population; Weakness; Frailty syndrome; Physical medicine and rehabilitation; Muscle weakness; Disease; Psychology; Gerontology; Neuroscience; Internal medicine; Biology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007734462,0.0004576021,0.001295956,0.0001881757,0.0001010492,0.00001852134,0.0002226812,0.001083167,0.001443296],"category_scores_gemma":[0.00002475132,0.0004061599,0.0002564357,0.0001113309,0.000206076,0.00003290843,0.0003123892,0.001299522,0.001551165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209316,"about_ca_system_score_gemma":0.00007641046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000202603,"about_ca_topic_score_gemma":0.000001297118,"domain_scores_codex":[0.996983,0.0002759378,0.0006330294,0.001196692,0.0002151439,0.0006961799],"domain_scores_gemma":[0.9986962,0.0001868828,0.0001534116,0.0006211054,0.00006035449,0.0002820672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007349241,0.0001135917,0.00003800907,0.00005804027,0.0001194533,0.00006617251,0.00008892928,8.062214e-8,0.4286434,0.000006089776,0.5692571,0.0008742654],"study_design_scores_gemma":[0.003215588,0.003235782,0.1178709,0.00027661,0.00007643871,0.0000508151,0.0001733382,0.00004240221,0.02039354,0.0007222196,0.8532202,0.0007221514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6786445,0.001720271,0.00001958898,0.3165186,0.001522574,0.0009673585,0.0001737324,0.0000727926,0.0003606293],"genre_scores_gemma":[0.2608392,0.000136127,0.001089725,0.7309072,0.005370563,0.00008861037,0.000657412,0.00007565424,0.0008355243],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4178053,"threshold_uncertainty_score":0.999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06121965982404168,"score_gpt":0.4060279429610483,"score_spread":0.3448082831370066,"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."}}