{"id":"W7117482171","doi":"10.1111/hdi.70040","title":"The Effect of Hemodialysis Treatment on Sarcopenia in Patients Newly Starting Hemodialysis","year":2025,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Sarcopenia; Muscle mass; Uremia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0005905249,0.0001738429,0.0003177174,0.0003701769,0.0003103515,0.0003819553,0.0001432192,0.0003844844,0.0009616425],"category_scores_gemma":[0.002785646,0.0001159495,0.0004988033,0.0004175802,0.0001964938,0.0002918496,0.0002080493,0.0004203369,0.00009127396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643897,"about_ca_system_score_gemma":0.0002337156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009906467,"about_ca_topic_score_gemma":0.001761455,"domain_scores_codex":[0.9996407,0.0001320599,0.00004640588,0.0000518857,0.00006847436,0.00006046853],"domain_scores_gemma":[0.9977701,0.0006661667,0.0009485084,0.00006826728,0.0001574456,0.0003895638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003315521,0.00006710019,0.9976718,0.00001509971,0.00004757843,0.00003447019,0.00002692458,0.00001853695,0.000102248,0.000003063859,0.00002324134,0.001658474],"study_design_scores_gemma":[0.000005721407,0.0001883926,0.9995691,0.000004687234,0.00002494384,0.00008108555,0.00002865938,0.00003716895,0.00001849641,0.000003958517,0.00003634534,0.000001282612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990667,0.0005902483,0.00002793106,0.00003351046,0.000007222168,0.000003515544,0.00005921051,0.000001315739,0.0002103389],"genre_scores_gemma":[0.999715,0.0001268961,0.00003152175,0.00001219262,0.00001230704,0.000003171732,0.00006525145,3.617089e-7,0.00003320862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009906467,"threshold_uncertainty_score":0.003216982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007262571841448673,"score_gpt":0.2721194357849279,"score_spread":0.2648568639434792,"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."}}