{"id":"W2315665975","doi":"10.1021/am200241b","title":"Preparation of Protein- and Cell-Resistant Surfaces by Hyperthermal Hydrogen Induced Cross-Linking of Poly(ethylene oxide)","year":2011,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Materials science; Ethylene oxide; Polymer; Adsorption; Surface modification; Protein adsorption; Chemical engineering; Oxide; Ethylene; Polymerization; Radical; Hydrogen; Polymer chemistry; Organic chemistry; Copolymer; Composite material; Chemistry; Catalysis","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":[0.0001785859,0.0003642703,0.0001729966,0.0001611833,0.0001301742,0.0001592439,0.0001642467,0.0003622513,0.0004784876],"category_scores_gemma":[0.0001704695,0.0001728593,0.0002086578,0.0000854879,0.0001651734,0.000222546,0.0001557628,0.0003514138,0.0001928568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001218825,"about_ca_system_score_gemma":0.0001081736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001002153,"about_ca_topic_score_gemma":0.000338141,"domain_scores_codex":[0.9999003,0.00001359935,0.00000635198,0.00002076586,0.00004002739,0.00001894409],"domain_scores_gemma":[0.9998759,0.00003692057,0.00004319813,0.00001492011,0.00001709425,0.00001204715],"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":[0.000004666166,0.000003380941,0.00001487343,0.00001136691,0.000001557264,0.000009808076,0.000005037828,0.00002710657,0.9995466,0.00001511013,0.000006172594,0.0003543796],"study_design_scores_gemma":[0.000002401332,0.0000521286,0.0005180264,9.933422e-7,0.000003334091,0.00003223431,0.000006538176,0.0002610318,0.9986436,0.000009167252,0.0004685614,0.000002013073],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846461,0.001004767,0.01282995,0.00007525418,0.00003672135,0.00007575867,0.0001103742,0.00008054346,0.001140426],"genre_scores_gemma":[0.9761953,0.0009938533,0.0197874,0.00007334536,0.00002324682,0.00009083826,0.0003181605,0.00003507174,0.002482762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004784876,"threshold_uncertainty_score":0.001600683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470898789656355,"score_gpt":0.2617455207635438,"score_spread":0.2470365328669802,"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."}}