{"id":"W4317209796","doi":"10.1186/s12882-022-03043-8","title":"Ultrasound quadriceps muscle thickness is variably associated with frailty in haemodialysis recipients","year":2023,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; Queen Elizabeth Hospital Birmingham Charity","keywords":"Medicine; Nephrology; Ultrasound; Quadriceps muscle; Internal medicine; Cardiology; 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":[0.001926948,0.0002595608,0.0004207194,0.0005714954,0.0002383712,0.0005900158,0.0003290416,0.000447315,0.001534727],"category_scores_gemma":[0.005714663,0.0001682522,0.0006629498,0.0008367355,0.0003810323,0.0003230106,0.0006222314,0.0005534833,0.0001797022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237536,"about_ca_system_score_gemma":0.0002362608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002103435,"about_ca_topic_score_gemma":0.001854772,"domain_scores_codex":[0.9992747,0.0002955584,0.0000933824,0.0001217469,0.0001159674,0.00009858191],"domain_scores_gemma":[0.9958331,0.001270905,0.001951702,0.0002448101,0.0002985469,0.00040089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009055358,0.000005777282,0.9987711,0.00000680006,0.00004172476,0.00001845285,0.00002593768,0.0000225326,0.0001103752,0.00000437473,0.00001870176,0.0008836532],"study_design_scores_gemma":[0.000002241834,0.00005285012,0.9995478,0.000007757956,0.00003452694,0.00009997897,0.00004424549,0.000125612,0.00003381885,0.00001332168,0.00003611556,0.000001826033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989265,0.0005680913,0.0001431315,0.00004337994,0.000003412933,0.000002854823,0.00009422003,0.000003799146,0.000214531],"genre_scores_gemma":[0.9997618,0.00006760572,0.00005294393,0.00001296467,0.000006431936,0.000002618277,0.00005047861,0.000001100856,0.00004406313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002103435,"threshold_uncertainty_score":0.01019078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421017894150414,"score_gpt":0.2808975002978168,"score_spread":0.2466873213563127,"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."}}