{"id":"W3201798961","doi":"10.1016/j.msec.2021.112460","title":"Development of photo-crosslinkable collagen hydrogel building blocks for vascular tissue engineering applications: A superior alternative to methacrylated gelatin?","year":2021,"lang":"en","type":"article","venue":"Materials Science and Engineering C","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Vlaamse regering; Fonds Wetenschappelijk Onderzoek","keywords":"Gelatin; Tissue engineering; Materials science; Self-healing hydrogels; Polymer science; Biomedical engineering; Polymer chemistry; Chemistry; Engineering; Biochemistry","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":[0.001552093,0.0001963136,0.0003382599,0.0001864532,0.0002752642,0.0001804918,0.0004177358,0.00007504716,0.0000961888],"category_scores_gemma":[0.0002639652,0.0001989826,0.00002529146,0.001018804,0.000117204,0.0001680622,0.0002377097,0.00003606409,0.00001411644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527867,"about_ca_system_score_gemma":0.0002819942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001430345,"about_ca_topic_score_gemma":0.00000120807,"domain_scores_codex":[0.9979696,0.000009051777,0.0004959701,0.000561957,0.0004531896,0.0005102788],"domain_scores_gemma":[0.9989029,0.0001142749,0.00008320855,0.0003249065,0.0003671295,0.0002075345],"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":[0.000003410056,0.00002538866,0.000002419006,0.0001191446,0.00001205875,8.922545e-7,0.0003715939,0.001276091,0.9970883,0.0005984324,0.00001340733,0.0004889132],"study_design_scores_gemma":[0.0002107061,0.00002808113,0.00006516753,0.00007551998,0.0000166031,0.00000936076,0.00003067075,0.00216471,0.982088,0.00009510705,0.01498661,0.0002294484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7801834,0.0001303771,0.2186425,0.00004532495,0.0001891353,0.0006565322,0.00005485416,0.00008746194,0.00001044838],"genre_scores_gemma":[0.3965192,0.00001105781,0.6024532,0.00003864308,0.00006935804,0.0008421799,0.000009767653,0.00002456571,0.00003203513],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3838107,"threshold_uncertainty_score":0.8114277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008827311328381451,"score_gpt":0.256758176912642,"score_spread":0.2479308655842606,"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."}}