{"id":"W2143723445","doi":"10.1002/jbm.a.34022","title":"Dual surface modification with PEG and corn trypsin inhibitor: Effect of PEG:CTI ratio on protein resistance and anticoagulant properties","year":2012,"lang":"en","type":"article","venue":"Journal of Biomedical Materials Research Part A","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Materials science; PEG ratio; Surface modification; Dual (grammatical number); Bar (unit); Composite material; Chemical engineering","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":[0.00496208,0.0001703883,0.0005558059,0.0001778656,0.0001821951,0.0001528801,0.0001309372,0.00008674734,0.00007723763],"category_scores_gemma":[0.0008635595,0.00009752918,0.00002601794,0.0001787296,0.001024509,0.0004556297,0.0001137778,0.0002199866,0.00001766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006162931,"about_ca_system_score_gemma":0.0001073723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000361777,"about_ca_topic_score_gemma":0.000004709618,"domain_scores_codex":[0.9961858,0.001193927,0.0006679666,0.0002040845,0.001314448,0.0004337883],"domain_scores_gemma":[0.9983989,0.0004134644,0.0004152636,0.0001780655,0.0003329556,0.0002613563],"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":[0.003786871,0.0001606841,0.0004418922,0.000356857,0.0000347336,0.00001382303,0.0007478334,4.781331e-7,0.9931198,0.00003294634,0.001202209,0.0001018916],"study_design_scores_gemma":[0.0009515547,0.001677936,0.001793711,0.0009558185,0.0000194261,0.0000903721,0.0003602341,0.000005200369,0.992951,0.00001271625,0.001077258,0.0001048124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968414,0.001065135,0.0000220019,0.001095873,0.0004113158,0.0004784049,0.00004436996,0.00001183821,0.00002970372],"genre_scores_gemma":[0.9990463,0.0001145261,0.0002778019,0.00000821695,0.0003159218,0.00002349025,0.00000168856,0.00001627436,0.0001957503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004098521,"threshold_uncertainty_score":0.3977125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07458477677898205,"score_gpt":0.3565666027985903,"score_spread":0.2819818260196082,"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."}}