{"id":"W2082284190","doi":"10.1016/j.ijplas.2005.05.002","title":"A cell-based constitutive model for embryonic epithelia and other planar aggregates of biological cells","year":2005,"lang":"en","type":"article","venue":"International Journal of Plasticity","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; National Institute of Environmental Health Sciences; Canadian Institutes of Health Research","keywords":"Finite element method; Constitutive equation; Deformation (meteorology); Mechanics; Biological system; Materials science; Planar; Stress (linguistics); Dissipation; Plane (geometry); Biophysics; Geometry; Structural engineering; Composite material; Biology; Physics; Computer science; Mathematics; Engineering; Thermodynamics","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":[0.0001043528,0.0000792162,0.0001168468,0.00005885236,0.00002321226,0.00001246429,0.0001437785,0.00006956788,0.00002238667],"category_scores_gemma":[0.0001054155,0.00006365649,0.0001056726,0.00001350944,0.00006481772,0.00000592801,0.00002218942,0.0000702773,0.000001230418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001696079,"about_ca_system_score_gemma":0.00009607366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004472535,"about_ca_topic_score_gemma":0.00001051917,"domain_scores_codex":[0.9994664,0.00001610671,0.0002331276,0.00009986556,0.0001040983,0.000080381],"domain_scores_gemma":[0.9992865,0.00007198643,0.0002640173,0.00004027425,0.0002893507,0.00004787124],"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":[0.000495046,0.0001732245,0.0002755584,0.000005984646,0.0001115994,0.000002225059,0.00002928356,0.01139102,0.9856033,0.0008945541,0.0007311227,0.0002871265],"study_design_scores_gemma":[0.001076971,0.0003884646,0.00005290872,0.0000383611,0.0000279599,0.00003288051,0.00002757157,0.1094438,0.8758575,0.0003006223,0.01266552,0.00008747917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6675631,0.0002500171,0.3313111,0.0001760562,0.0002137598,0.00006311858,0.0002814716,0.00000147808,0.0001398247],"genre_scores_gemma":[0.9930516,0.00007608806,0.006360693,0.0002262658,0.0001842978,0.000002103379,0.0000103839,0.000005776563,0.00008272774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3254885,"threshold_uncertainty_score":0.2595836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961947027146027,"score_gpt":0.2711514711360744,"score_spread":0.2515320008646141,"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."}}