{"id":"W4386475497","doi":"10.1016/j.actbio.2023.08.061","title":"Glycosaminoglycans modulate compressive stiffness and circumferential residual stress in the porcine thoracic aorta","year":2023,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Ministero dello Sviluppo Economico; Canada Foundation for Innovation","keywords":"Thoracic aorta; Glycosaminoglycan; Materials science; Aorta; Ascending aorta; Stiffness; Compressive strength; Extracellular matrix; Indentation; Residual stress; Biomedical engineering; Anatomy; Composite material; Biophysics; Chemistry; Medicine; Surgery; Biochemistry; Biology","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":[0.0001565004,0.0002094441,0.00023362,0.000143782,0.00009567199,0.0002102922,0.000254272,0.0001164836,0.00004058712],"category_scores_gemma":[0.00001626772,0.0001668604,0.00002133217,0.0002362336,0.00005863588,0.0001728264,0.00009854382,0.00007457475,0.00002383621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001726487,"about_ca_system_score_gemma":0.000009293194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002977193,"about_ca_topic_score_gemma":0.0001537286,"domain_scores_codex":[0.998871,0.00007335316,0.0002894281,0.0002285145,0.0001722666,0.0003654772],"domain_scores_gemma":[0.9995992,0.00004511484,0.0000376233,0.0002467274,0.00001988198,0.00005149573],"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":[0.00008953662,0.00002069397,0.0002231752,0.0002766041,0.00003378002,0.00007997232,0.001433799,0.002007332,0.9945076,0.0001968601,0.0006708385,0.0004598582],"study_design_scores_gemma":[0.003595627,0.0001636677,0.2803035,0.001079305,0.000247379,0.0001120105,0.002035074,0.09736339,0.608376,0.00310495,0.001689809,0.00192926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996899,0.00003069788,0.0001134774,0.0001576508,0.00197879,0.0002093376,0.0002296525,0.000316402,0.0000649789],"genre_scores_gemma":[0.9992657,0.00005679764,0.00002898254,0.00001794087,0.0003141944,0.00003180029,0.0002242126,0.00003632639,0.00002400089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3861315,"threshold_uncertainty_score":0.6804369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125625523006906,"score_gpt":0.2553471869528168,"score_spread":0.2340909317227477,"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."}}