{"id":"W3134619219","doi":"10.1111/hdi.12919","title":"Bioimpedance analysis is not superior to clinical assessment in determining hydration status: A prospective randomized‐controlled trial in a Western dialysis population","year":2021,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Body Composition Measurement Techniques","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Randomized controlled trial; Prospective cohort study; Adverse effect; N-terminal pro-Brain Natriuretic Peptide; Internal medicine; Population; Clinical trial; Hypervolemia; Intravascular volume status; Biomarker; Intensive care medicine; Natriuretic peptide; Heart failure; Hemodynamics; Blood volume","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003526437,0.0002869461,0.002516868,0.001870558,0.00005153354,0.0001581078,0.0001579295,0.0001793767,0.0003933128],"category_scores_gemma":[0.002260961,0.0002683193,0.001321654,0.001752023,0.00005001551,0.0003003193,0.00009568999,0.0003824739,0.00001245142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050708,"about_ca_system_score_gemma":0.0003449289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002535823,"about_ca_topic_score_gemma":0.001639148,"domain_scores_codex":[0.9941635,0.00104814,0.002381205,0.0008556398,0.001239745,0.0003118303],"domain_scores_gemma":[0.9975984,0.0006910127,0.0004895108,0.0004348934,0.0006288585,0.0001573274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.2944851,0.0007673144,0.6980657,0.000007311985,0.002070286,0.00004842727,0.0007206385,0.0004277927,0.001484159,0.00006582415,0.00001231323,0.001845143],"study_design_scores_gemma":[0.587357,0.0001351481,0.3601632,0.0001033508,0.001938214,0.000003190114,0.00007330806,0.04846105,0.001399899,0.0001076232,0.000029291,0.000228694],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975371,0.00002287783,0.01765976,0.002769796,0.0004045417,0.003096822,0.00001990159,0.00007451612,0.0005807793],"genre_scores_gemma":[0.9814023,0.00007185226,0.0145548,0.00124799,0.0003992783,0.001725721,0.0003397295,0.00002383769,0.0002344578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3379025,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03596638462028964,"score_gpt":0.394680896855533,"score_spread":0.3587145122352434,"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."}}