{"id":"W3204273752","doi":"10.1016/j.surfin.2021.101505","title":"In situ synchrotron imaging of human serum proteins interactions, molecular docking and inflammatory biomarkers of hemocompatible synthesized zwitterionic polymer coated-polyvinylidene fluoride (PVDF) dialysis membranes","year":2021,"lang":"en","type":"article","venue":"Surfaces and Interfaces","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada); Toronto Metropolitan University; St. Paul's Hospital; University of Alberta; University of Saskatchewan","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Membrane; Materials science; Protein adsorption; Polyvinylidene fluoride; Contact angle; Chemical engineering; Polymer; Adsorption; Polymer chemistry; Organic chemistry; Chemistry; Biochemistry; Composite material","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":[0.000260693,0.0002083104,0.0006265076,0.0003133551,0.00006016035,0.00005305333,0.00007533566,0.00003807875,0.000166351],"category_scores_gemma":[0.000051593,0.0001757698,0.000119464,0.000283623,0.0001654348,0.0002207951,0.0001692063,0.00009924644,0.000001132109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003447902,"about_ca_system_score_gemma":0.00004632289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005854942,"about_ca_topic_score_gemma":0.0002285102,"domain_scores_codex":[0.9984815,0.0001444479,0.0005945899,0.0003412854,0.0002335756,0.0002046092],"domain_scores_gemma":[0.9992443,0.00007046516,0.0002579952,0.0002407395,0.00009847432,0.00008797429],"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":[0.000148963,0.0001479455,0.03844674,0.001144234,0.0005732768,0.00006456586,0.0004934066,0.00007699308,0.9573545,0.00003647497,0.0000178525,0.001495022],"study_design_scores_gemma":[0.0009201617,0.00007300528,0.02858136,0.001310481,0.0003885099,0.00001097437,0.001869312,0.0009527634,0.9656343,0.00002562841,0.00007048468,0.0001629817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875946,0.01073358,0.00001498036,0.0006501335,0.00006938364,0.0003235266,0.00000935823,0.00001707979,0.0005873517],"genre_scores_gemma":[0.9990005,0.0006254906,0.0001191411,0.00005738847,0.00001456725,0.00001896822,0.00001091068,0.00001976837,0.0001332543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0114059,"threshold_uncertainty_score":0.7167685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007638399561511009,"score_gpt":0.2584664772477614,"score_spread":0.2508280776862504,"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."}}