{"id":"W4416136464","doi":"10.3389/fbioe.2025.1704352","title":"Albumin coatings for counteracting uremic metabolites effects on host responses to biomaterials","year":2025,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Innovates","keywords":"Albumin; Hemodialysis; Adsorption; Antithrombin; Coagulation; Blood proteins; Uremia; Protein adsorption; Kinetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002259888,0.0001494124,0.0003808335,0.0009830018,0.00003908803,0.00002541824,0.0000748307,0.0001570499,9.078176e-7],"category_scores_gemma":[0.0005484691,0.0001227548,0.00005178083,0.000377195,0.00003668189,0.00001822639,0.00005654074,0.00006243091,0.000001320989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004177499,"about_ca_system_score_gemma":0.00001390625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000108327,"about_ca_topic_score_gemma":4.954267e-7,"domain_scores_codex":[0.9991968,0.00001639111,0.0002045216,0.0002831781,0.00006032347,0.0002388106],"domain_scores_gemma":[0.9996328,0.00009380074,0.00003387466,0.0001729775,0.00001973877,0.0000468561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007708161,0.00007552828,0.004483601,0.000787236,0.0001901,0.0000221191,0.00005694369,0.0000193319,0.9592249,0.001353801,0.006771181,0.0262444],"study_design_scores_gemma":[0.001367078,0.0004013322,0.01281838,0.001015621,0.0001901194,0.000003635676,0.0001811511,0.001222917,0.916265,0.00008135247,0.06625415,0.0001993085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692875,0.001262485,0.01992825,0.007578557,0.0009795898,0.0007289731,0.00001801541,0.0001550132,0.00006157337],"genre_scores_gemma":[0.9797859,0.000168072,0.01886299,0.0007189356,0.0000613398,0.0001146375,0.00001178356,0.00001427935,0.0002620844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05948298,"threshold_uncertainty_score":0.5005795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005569529949486438,"score_gpt":0.2526971851306736,"score_spread":0.2471276551811871,"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."}}