{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01059875,0.0008213573,0.002872875,0.001863102,0.0008449499,0.003890284,0.001894823,0.002526669,0.04194152],"category_scores_gemma":[0.02989015,0.0003509868,0.001060038,0.002932922,0.001769576,0.005460551,0.003641294,0.003065663,0.01019323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221474,"about_ca_system_score_gemma":0.007854919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00599615,"about_ca_topic_score_gemma":0.009126117,"domain_scores_codex":[0.9966065,0.001743431,0.000505508,0.000172076,0.0007365483,0.0002359616],"domain_scores_gemma":[0.9711301,0.0166743,0.001964332,0.001845261,0.006572548,0.001813447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001090394,0.0001062015,0.001652414,0.008098696,0.0002421471,0.0002811617,0.00009466209,0.0002785957,0.0005970072,0.009134538,0.2458612,0.732563],"study_design_scores_gemma":[0.0001573195,0.0006197836,0.006572086,0.04264729,0.0005402234,0.0007110766,0.001225434,0.0003843111,0.0007188827,0.02190727,0.924395,0.0001213408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001069767,0.7821584,0.002229663,0.1870325,0.01395071,0.00004542539,0.00231287,0.0001499436,0.01105071],"genre_scores_gemma":[0.02272869,0.9166468,0.004923531,0.02559957,0.0204797,0.0001955729,0.002464527,0.00008157762,0.006879996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04194152,"threshold_uncertainty_score":0.1403084,"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."}}