{"id":"W2133787690","doi":"10.1098/rsif.2009.0502","title":"Nonlinear elasticity of biological tissues with statistical fibre orientation","year":2010,"lang":"en","type":"article","venue":"Journal of The Royal Society Interface","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Elasticity (physics); Nonlinear elasticity; Nonlinear system; Orientation (vector space); Biological system; Materials science; Mathematics; Biology; Composite material; Physics; Geometry","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":[0.0001360884,0.00008197583,0.0001626088,0.00000722913,0.00003727021,0.00001767378,0.0001588009,0.00007967511,0.0000831834],"category_scores_gemma":[0.00007556497,0.0000457979,0.00007755594,0.00004152864,0.00009546029,0.00004781263,0.00003349558,0.000359123,0.00000280521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001971549,"about_ca_system_score_gemma":0.00001770894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007878234,"about_ca_topic_score_gemma":0.000004947128,"domain_scores_codex":[0.9994288,0.00001801421,0.0002529642,0.00004925786,0.0001456597,0.0001052919],"domain_scores_gemma":[0.9995818,0.00009775514,0.0001043222,0.00006893754,0.0001037793,0.00004344069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001832911,0.0001006414,0.001147412,0.0001299497,0.0001984448,0.000002572306,0.001671138,0.8137341,0.1801996,0.0002993184,0.001702266,0.0006312367],"study_design_scores_gemma":[0.0008113437,0.0007750798,0.003582561,0.000257553,0.0001230573,0.00005225836,0.0006447981,0.5602652,0.4314164,0.0004599204,0.001386953,0.000224832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6533759,0.00001814098,0.3459963,0.00003932376,0.0004762304,0.00002743746,0.00001352864,0.00001007082,0.00004307405],"genre_scores_gemma":[0.9708487,0.000007738445,0.02893462,0.00001131297,0.0001680811,3.760436e-7,5.904322e-7,0.000008589654,0.00001995509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3174728,"threshold_uncertainty_score":0.1867584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009654133764921214,"score_gpt":0.2407957805367953,"score_spread":0.231141646771874,"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."}}