{"id":"W3014819301","doi":"10.1089/ten.tea.2020.0002","title":"Effect of Ethylene Oxide Sterilization on Polyvinyl Alcohol Hydrogel Compared with Gamma Radiation","year":2020,"lang":"en","type":"article","venue":"Tissue Engineering Part A","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Institutes of Health","keywords":"Contact angle; Polyvinyl alcohol; Materials science; Sterilization (economics); Ethylene oxide; Swelling; Nuclear chemistry; Vinyl alcohol; Irradiation; Differential scanning calorimetry; Polymer chemistry; Chemistry; Composite material; Polymer; Copolymer","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001934263,0.0001577266,0.0002515181,0.00005169247,0.00003757044,0.00001708446,0.0001792741,0.00006268181,0.0001061119],"category_scores_gemma":[0.0000556305,0.0001348178,0.00002353264,0.0003592635,0.00004385575,0.00006366506,0.00002574969,0.00008112069,0.0001187542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004245159,"about_ca_system_score_gemma":0.00001766418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009131991,"about_ca_topic_score_gemma":5.301329e-7,"domain_scores_codex":[0.9989629,0.00003438662,0.0002356082,0.0002596851,0.000291364,0.0002160976],"domain_scores_gemma":[0.9993706,0.0001555043,0.00009448658,0.0002216805,0.00002416919,0.0001335575],"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":[0.00009957231,0.00001983626,0.00007722005,0.000110357,0.000009854444,0.000002085558,0.0001346882,0.007699072,0.9901286,0.0002179704,0.0003981873,0.001102583],"study_design_scores_gemma":[0.0005481185,0.0006881694,0.0003171808,0.000058131,0.00002390961,0.000002974415,0.000001525096,0.00871876,0.9837449,0.000002991247,0.005756773,0.0001365323],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558576,0.0001377392,0.04265909,0.00038347,0.0001165942,0.0004695713,0.0000202747,0.0002585335,0.00009713907],"genre_scores_gemma":[0.9958338,0.000007444858,0.003766325,0.0000677064,0.000122933,0.00008993311,0.00004584728,0.00002959412,0.00003645282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03997618,"threshold_uncertainty_score":0.549771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009336474783233469,"score_gpt":0.2447904843968835,"score_spread":0.23545400961365,"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."}}