{"id":"W3064701790","doi":"10.21926/rpm.2003019","title":"Enhanced Long-term Antithrombogenicity Instigated by Covalently-Attached Surface Modifier on Biomedical Polymers","year":2020,"lang":"en","type":"article","venue":"Recent Progress in Materials","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Silane; Polysulfone; Polymer; Coating; Vinyl chloride; Polycarbonate; Dialysis; Polyvinyl chloride; Materials science; Biomedical engineering; Adhesion; Chemistry; Polymer chemistry; Surgery; Composite material; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001428368,0.0003021294,0.0001317121,0.000103336,0.00009088044,0.0002056789,0.0001278004,0.0002451134,0.0006893188],"category_scores_gemma":[0.000205314,0.0001008875,0.0001643634,0.0001051331,0.000134803,0.0001531982,0.0001408155,0.000271544,0.0001660752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028031,"about_ca_system_score_gemma":0.00009142327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000281753,"about_ca_topic_score_gemma":0.0005287295,"domain_scores_codex":[0.9998839,0.00002022497,0.000006264273,0.00002221573,0.00003327548,0.00003405309],"domain_scores_gemma":[0.9998802,0.00003174412,0.00004156882,0.00001336818,0.00001998136,0.00001311007],"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":[0.00003651831,0.000009649756,0.00008762634,0.00001544726,0.000002816425,0.00002438964,0.00001109192,0.00002913763,0.9991291,0.00001283062,0.000009312429,0.0006319783],"study_design_scores_gemma":[0.000002394892,0.0001911933,0.001640523,0.00000227492,0.000007809816,0.00003609694,0.000006076945,0.0002663509,0.9975168,0.000004006332,0.0003248046,0.000001608631],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977963,0.0006942246,0.000981623,0.00001784233,0.00001337129,0.000008999309,0.00002776822,0.00001554865,0.0004444052],"genre_scores_gemma":[0.9971277,0.0004325217,0.001307873,0.00002828238,0.000009575788,0.00001297302,0.00008423925,0.000008155539,0.0009886284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006893188,"threshold_uncertainty_score":0.002306044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04045465006309137,"score_gpt":0.3296683294760333,"score_spread":0.289213679412942,"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."}}