{"id":"W2169608823","doi":"10.1016/j.jsb.2014.01.012","title":"Computational study of the elastic properties of Rheum rhabarbarum tissues via surrogate models of tissue geometry","year":2014,"lang":"en","type":"article","venue":"Journal of Structural Biology","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Homogenization (climate); Stiffness; Finite element method; Stiffening; Representative elementary volume; Voronoi diagram; Biological system; Geometry; Materials science; Mathematics; Biology; Structural engineering; Composite material; Engineering","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":[0.0001639994,0.0001132284,0.0004827079,0.00009874367,0.00003267032,0.000002527936,0.0002060674,0.00005232511,0.000008185413],"category_scores_gemma":[0.00007799331,0.00006296676,0.00007523727,0.0001232101,0.0001790088,0.00006948068,0.00006089549,0.0001353879,2.193751e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001678126,"about_ca_system_score_gemma":0.00001239861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004477771,"about_ca_topic_score_gemma":0.0001480149,"domain_scores_codex":[0.9989493,0.00008883928,0.0006246864,0.00006668602,0.0001519719,0.0001184993],"domain_scores_gemma":[0.9992158,0.0001227942,0.0002873568,0.0001050499,0.0002456968,0.00002329677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001587186,0.00008754346,0.2754816,0.0004383585,0.0007424995,8.50437e-7,0.004722271,0.6299978,0.07987834,0.0005510825,0.00003144964,0.007909453],"study_design_scores_gemma":[0.001898668,0.002595554,0.8768442,0.000170311,0.0001779487,0.00006756931,0.001555136,0.05925788,0.042892,0.01422935,0.00004627904,0.0002650846],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997445,0.001104219,0.0008714314,0.00005020044,0.0003909919,0.0001027174,0.00001017412,0.000006433047,0.00001879038],"genre_scores_gemma":[0.9996989,0.000007557427,0.0002382055,0.000001342773,0.00004222307,6.462667e-7,5.487131e-7,0.000006787371,0.000003767148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6013626,"threshold_uncertainty_score":0.256771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568806351632236,"score_gpt":0.2310137911764968,"score_spread":0.2153257276601745,"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."}}