{"id":"W4399041675","doi":"10.3390/biomimetics9060320","title":"Aminolysis-Based Zwitterionic Immobilization on Polyethersulfone Membranes for Enhanced Hemocompatibility: Experimental, Computational, and Ex Vivo Investigations","year":2024,"lang":"en","type":"article","venue":"Biomimetics","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Saskatchewan Health Research Foundation","keywords":"Membrane; Aminolysis; Differential scanning calorimetry; Surface modification; Polymer chemistry; Chemical engineering; Chemistry; Polystyrene; Materials science; Polymer; Organic chemistry","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":[0.0001949109,0.0001830666,0.0002167358,0.0001708056,0.0001938299,0.0002113926,0.00009376703,0.00005432954,0.0001728512],"category_scores_gemma":[0.00008548197,0.0001682525,0.00006575292,0.000236483,0.0002519614,0.0001617976,0.00003733507,0.00004451459,0.00007402004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009480574,"about_ca_system_score_gemma":0.0000777271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003942486,"about_ca_topic_score_gemma":0.000005387262,"domain_scores_codex":[0.998769,0.00007020106,0.000329374,0.0004317861,0.000216309,0.0001833699],"domain_scores_gemma":[0.9990448,0.0005163779,0.00008384181,0.000200218,0.00008573339,0.00006898383],"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":[0.00004786287,0.0001005536,0.00002118594,0.0001192517,0.00002938557,5.101961e-7,0.0005424046,0.001294451,0.9967939,0.0004190555,0.0002879512,0.00034346],"study_design_scores_gemma":[0.0003616749,0.0001720295,0.00009593248,0.00008386511,0.00003904837,0.000001440638,0.0002763271,0.02653012,0.9703286,0.0004323416,0.001503492,0.0001751215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620582,0.001905356,0.03367404,0.0008502245,0.000679754,0.0004574027,0.0001059827,0.0001952974,0.00007375996],"genre_scores_gemma":[0.9905809,0.00001150143,0.008675254,0.0003478277,0.00005139461,0.0001206734,0.00003563794,0.00002636819,0.000150462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0285227,"threshold_uncertainty_score":0.6861139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04071991467577964,"score_gpt":0.3265723125170711,"score_spread":0.2858523978412915,"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."}}