{"id":"W2981954184","doi":"10.1111/hdi.12788","title":"Does subjective assessment of dialyzer appearance reflect dialyzer performance in online hemodiafiltration?","year":2019,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Extracorporeal; Hemodialysis; Hematocrit; Dialysis; Dialysis adequacy; Surgery; Urology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001903661,0.0001938672,0.0002121688,0.0004441144,0.000148955,0.0006148961,0.0002638258,0.0003766246,0.001845976],"category_scores_gemma":[0.006593041,0.00008339466,0.0003727882,0.000296451,0.0004215599,0.0006262906,0.0004483735,0.000241729,0.0003155984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001854341,"about_ca_system_score_gemma":0.000141901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005887628,"about_ca_topic_score_gemma":0.0006670102,"domain_scores_codex":[0.9989736,0.0003650547,0.0001539955,0.00015535,0.0002697725,0.00008235242],"domain_scores_gemma":[0.9953156,0.001137048,0.00236536,0.0002464113,0.0005692814,0.0003664083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003360618,0.00009519303,0.9883211,0.00007030115,0.00006791192,0.00006050918,0.0005123527,0.00007732027,0.001273197,0.00002503413,0.0001585272,0.009002353],"study_design_scores_gemma":[0.000006617811,0.0004538989,0.9975513,0.00002066372,0.00002578434,0.0003086389,0.0007211757,0.0002605373,0.0003588043,0.00003476518,0.0002489288,0.000008909248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981785,0.000312918,0.0005150592,0.00004893535,0.00001890545,0.00001633151,0.000105515,0.000004134647,0.0007998051],"genre_scores_gemma":[0.9995738,0.00006023921,0.0001598948,0.00002370349,0.00001005427,0.00000599173,0.0000565044,0.000001457908,0.0001084512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001903661,"threshold_uncertainty_score":0.0100677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738279891949667,"score_gpt":0.3526599627355888,"score_spread":0.3352771638160921,"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."}}