{"id":"W2124940573","doi":"10.1007/s10237-014-0569-5","title":"A goal function approach to remodeling of arteries uncovers mechanisms for growth instability","year":2014,"lang":"en","type":"article","venue":"Biomechanics and Modeling in Mechanobiology","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineering Link (Canada)","funders":"Vetenskapsrådet","keywords":"Instability; Isotropy; Mechanics; Orthotropic material; Materials science; Elastin; Stiffness; Structural engineering; Physics; Composite material; Engineering; Finite element method","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":[0.0007363004,0.0002136548,0.0004078702,0.0002651904,0.00006125149,0.00001733024,0.000123091,0.0002531511,0.000001285448],"category_scores_gemma":[0.00009430463,0.0002169086,0.00005627665,0.0001570636,0.00001460382,0.0000746008,0.00006973959,0.00009753486,7.659797e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006054003,"about_ca_system_score_gemma":0.00001604746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005250127,"about_ca_topic_score_gemma":0.00002515851,"domain_scores_codex":[0.9987095,0.00004142049,0.000449688,0.0003748823,0.00007480796,0.0003496772],"domain_scores_gemma":[0.9995539,0.00005603265,0.00004276588,0.0001734877,0.00009556178,0.00007828928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001593937,0.00003315849,8.601374e-7,0.0003104404,0.00001582958,4.670748e-8,0.0002159551,0.2213935,0.5778752,0.1967124,0.000001798697,0.003281474],"study_design_scores_gemma":[0.0004045294,0.0002734525,2.314047e-7,0.00003892522,0.00001755113,0.000001985808,0.0001368599,0.8275794,0.01987092,0.1514213,0.00006558444,0.0001891892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3133206,0.00003552563,0.685682,0.00001333476,0.0005066912,0.0002930692,0.00002395897,0.00007564754,0.0000492148],"genre_scores_gemma":[0.9348984,0.00005793799,0.06476419,0.00007356885,0.00005067676,0.00009059996,0.00003068493,0.0000326569,0.00000125828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6215779,"threshold_uncertainty_score":0.8845276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125524731026303,"score_gpt":0.204489593497987,"score_spread":0.183234346187724,"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."}}