{"id":"W2052549645","doi":"10.1016/j.actbio.2011.06.020","title":"Comparative study of bovine, porcine and avian collagens for the production of a tissue engineered dermis","year":2011,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":99,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada; Université Laval","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Dermis; Tissue engineering; Materials science; Biomedical engineering; Anatomy; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002145223,0.0001074001,0.0002325971,0.00005890684,0.00008593983,0.00002528106,0.0001074113,0.00003909381,0.000311122],"category_scores_gemma":[0.00004599679,0.00007753405,0.00001627685,0.0001468071,0.00006418594,0.0001354209,0.00003233303,0.00001041276,0.000003240585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001036584,"about_ca_system_score_gemma":0.00001957588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001905431,"about_ca_topic_score_gemma":0.00009289474,"domain_scores_codex":[0.9992185,0.00005750616,0.0003225809,0.0001868833,0.0001095848,0.000104911],"domain_scores_gemma":[0.9993016,0.00002844445,0.0002608252,0.0002217044,0.0001582937,0.00002916554],"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":[0.0003724422,0.0002399958,0.0002043094,0.00005346681,0.00002292304,4.640918e-7,0.007670484,3.908703e-7,0.9909466,0.00002659758,0.0003886311,0.00007372574],"study_design_scores_gemma":[0.0004103954,0.0005477155,0.05576982,0.00001293184,0.00006445864,0.000007707552,0.001992071,0.00002677656,0.9404348,0.000009866038,0.0006440989,0.00007941007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970433,0.00001439779,0.0001179312,0.00008953161,0.001535709,0.001074036,0.00006961328,0.00002898368,0.00002651872],"genre_scores_gemma":[0.9992613,0.000005662865,0.0002834534,0.00000622206,0.00008532755,0.00006501245,0.00001449259,0.000009795696,0.000268743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05556551,"threshold_uncertainty_score":0.3406567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04878344668134365,"score_gpt":0.2852233781334849,"score_spread":0.2364399314521412,"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."}}