{"id":"W7125412935","doi":"10.1097/ms9.0000000000004738","title":"Dialyzer characteristics are associated with differential effects on intradialytic microvascular tissue perfusion","year":2025,"lang":"en","type":"article","venue":"Annals of Medicine and Surgery","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Differential effects; Perfusion; Animal model; Microcirculation; Membrane; Animal study; Experimental animal; Animal studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003241292,0.0002265832,0.0002498923,0.0002023514,0.00008270636,0.0003576367,0.00014158,0.0002649096,0.0008463173],"category_scores_gemma":[0.0004784713,0.00007905545,0.0002330223,0.0001341715,0.000204178,0.0002867696,0.0001710663,0.0003341655,0.00009778466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252479,"about_ca_system_score_gemma":0.0001234938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002458439,"about_ca_topic_score_gemma":0.000214191,"domain_scores_codex":[0.9997823,0.00003506113,0.00002626375,0.0000461681,0.00006740861,0.00004279015],"domain_scores_gemma":[0.9994773,0.0001459446,0.0002185254,0.00003588789,0.00006236604,0.00006004351],"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":[0.0007103362,0.000046209,0.003274138,0.00006225226,0.00002348788,0.00002814325,0.00002715647,0.00004556801,0.9933693,0.00003495667,0.00002283133,0.002355686],"study_design_scores_gemma":[0.00001989504,0.001228817,0.0995049,0.00001597979,0.0001099864,0.0002782108,0.00006335438,0.0007835732,0.8970653,0.00006093713,0.0008583181,0.00001067388],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975156,0.0008362901,0.001343507,0.00002626673,0.000006627907,0.00001180739,0.0001140422,0.00001648061,0.0001293353],"genre_scores_gemma":[0.9979402,0.0004150509,0.001284331,0.00003452665,0.000006250737,0.00001877239,0.0001265546,0.00000877159,0.0001653512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008463173,"threshold_uncertainty_score":0.002831221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291737738095698,"score_gpt":0.2767371628188539,"score_spread":0.2538197854378969,"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."}}