{"id":"W4320857309","doi":"10.1111/hdi.13069","title":"Effects of pre‐analytical sample care and analysis methodology on measures of metabolic acidosis in hemodialysis patients","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Chromatography; Carbon dioxide; Chemistry; Bicarbonate; Metabolic acidosis; Dialysis; Medicine; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004664572,0.0001759515,0.0009630007,0.00193148,0.00002567126,0.000009197935,0.0001364312,0.0001152562,0.0001444507],"category_scores_gemma":[0.002842926,0.0001511786,0.0004934912,0.001977527,0.0001014528,0.00005695545,0.00006882102,0.0001392338,0.00001023439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005467119,"about_ca_system_score_gemma":0.00004472636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002682614,"about_ca_topic_score_gemma":0.00006273131,"domain_scores_codex":[0.9978439,0.0002666503,0.0005880123,0.0003934379,0.000722596,0.0001854046],"domain_scores_gemma":[0.9975387,0.00145627,0.0002254473,0.0002581314,0.0004229675,0.00009844174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009695453,0.000361067,0.953033,0.0001646856,0.004236741,0.000008278917,0.0008238484,0.001988882,0.006772257,0.0009557486,0.00009816021,0.03058783],"study_design_scores_gemma":[0.002174676,0.0001490632,0.891508,0.00005793363,0.002924402,6.413197e-7,0.00009504162,0.009282655,0.09308212,0.0001369955,0.0004657427,0.0001227429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995139,0.0002439923,0.003431106,0.0001779365,0.0001554295,0.0002036256,0.0001011663,0.00002441019,0.0005233359],"genre_scores_gemma":[0.996556,0.000359673,0.002319319,0.0001533623,0.00006015157,0.00003797241,0.0004038369,0.0000125155,0.00009715263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08630987,"threshold_uncertainty_score":0.6164886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04032823656948166,"score_gpt":0.3268068780841232,"score_spread":0.2864786415146416,"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."}}