{"id":"W4306803243","doi":"10.1093/ndt/gfac275","title":"Bioimpedance in CKD: an untapped resource?","year":2022,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Body Composition Measurement Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; University of Oxford; Chief Scientist Office; British Heart Foundation; Pfizer; AstraZeneca; Bristol-Myers Squibb Canada; Boehringer Ingelheim","keywords":"Medicine; Intensive care medicine; Resource (disambiguation); Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004750623,0.0001217402,0.0002592398,0.000464019,0.0001430728,0.000007816629,0.0001158097,0.0000777863,0.0003904852],"category_scores_gemma":[0.000006468055,0.0001364022,0.00007333777,0.0005197144,0.00005564334,0.000104808,0.00001137336,0.0003088712,0.000009578979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332139,"about_ca_system_score_gemma":0.00005414821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009776303,"about_ca_topic_score_gemma":0.0002144466,"domain_scores_codex":[0.998386,0.0004123905,0.0003183805,0.0003331063,0.0003358284,0.0002142806],"domain_scores_gemma":[0.999514,0.00004748456,0.00007985111,0.0002616278,0.00003401143,0.00006305346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003972688,0.0009143061,0.1032331,0.00008715632,0.0001217243,0.0003720105,0.003567195,0.001210418,0.8785654,0.0008628716,0.0008824909,0.006210566],"study_design_scores_gemma":[0.01116544,0.003153691,0.8930767,0.00005632994,0.001303836,0.0007445294,0.0006604506,0.004596653,0.05954219,0.001296764,0.0237225,0.0006809232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940037,0.00006490453,0.002414057,0.001522212,0.00004390754,0.0004148991,0.00002360945,0.0002566045,0.001256168],"genre_scores_gemma":[0.9934505,0.00006075199,0.001644682,0.003654649,0.00006276917,0.0002278723,0.0008425185,0.00001948735,0.00003676074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8190233,"threshold_uncertainty_score":0.5562319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193619783205356,"score_gpt":0.2772969914198729,"score_spread":0.2579350130993373,"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."}}