{"id":"W4293070673","doi":"10.1016/j.ijnonlinmec.2022.104188","title":"Impact of mathematical requirements on the invariant-based anisotropic constitutive models for non-linear biomaterials","year":2022,"lang":"en","type":"article","venue":"International Journal of Non-Linear Mechanics","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Liaoning Revitalization Talents Program","keywords":"Invariant (physics); Anisotropy; Constitutive equation; Materials science; Mathematics; Engineering; Physics; Structural engineering; Finite element method; Mathematical physics; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004640971,0.001167597,0.001450856,0.001118516,0.0007272169,0.003308436,0.00291124,0.002362389,0.004333238],"category_scores_gemma":[0.02070559,0.000764931,0.001575614,0.0007611916,0.002017095,0.004531354,0.001786943,0.002919054,0.001596018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000652735,"about_ca_system_score_gemma":0.001365276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001536648,"about_ca_topic_score_gemma":0.001520168,"domain_scores_codex":[0.9973606,0.0007608666,0.0002557973,0.000218406,0.001276558,0.0001277446],"domain_scores_gemma":[0.9887351,0.006300757,0.00116823,0.002003548,0.00163661,0.0001558331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002281566,0.0003980445,0.001337034,0.000903372,0.00006703492,0.0007433543,0.0002480732,0.3711642,0.03775274,0.5273976,0.00327026,0.05649008],"study_design_scores_gemma":[0.00002439437,0.00007658191,0.0004597433,0.00007193717,0.00003192247,0.000340345,0.00007385699,0.9377145,0.006482727,0.05133078,0.00335459,0.00003860208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05870416,0.001267222,0.9144994,0.002378079,0.000499905,0.0001586797,0.0005060891,0.0004468291,0.02153966],"genre_scores_gemma":[0.7388803,0.00279129,0.2427364,0.001195082,0.0005694503,0.0004874391,0.001003408,0.001455159,0.01088156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004640971,"threshold_uncertainty_score":0.02454406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05269107774092038,"score_gpt":0.3105355993721798,"score_spread":0.2578445216312594,"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."}}