{"id":"W4286616145","doi":"10.1145/3528223.3530124","title":"Adaptive rigidification of elastic solids","year":2022,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University","funders":"","keywords":"Preconditioner; Rigid body; Cholesky decomposition; Conjugate gradient method; Norm (philosophy); Laplace operator; Hinge; Computer science; Mathematics; Algorithm; Mathematical analysis; Iterative method; Classical mechanics; Eigenvalues and eigenvectors; Physics","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":[0.00008370289,0.00007521873,0.0001011409,0.0002534637,0.0001605837,0.000004504878,0.0001574882,0.00002254862,0.0001088475],"category_scores_gemma":[0.000004532473,0.00008500685,0.0001139339,0.0005481332,0.00002292557,0.00003505162,0.000002180826,0.000241104,0.000005552022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002835584,"about_ca_system_score_gemma":0.000008811333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001702733,"about_ca_topic_score_gemma":0.00001245256,"domain_scores_codex":[0.999455,0.00002397616,0.0001518508,0.0001008485,0.0001718305,0.00009652453],"domain_scores_gemma":[0.9995722,0.00006470332,0.0000206,0.0002851355,0.0000294227,0.00002792752],"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":[0.000007716754,0.0000742172,0.00001029006,0.000009405312,0.00008640192,4.55365e-7,0.0002414527,0.9946643,0.0004898282,0.0002921633,0.00004185784,0.004081909],"study_design_scores_gemma":[0.0001961556,0.0001375471,0.0001377526,0.000009895883,0.0001571796,0.000003122824,0.0005122236,0.9914358,0.002573914,0.004388553,0.0002750255,0.0001728449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06602513,0.00009419154,0.9331745,0.00008991538,0.0001438444,0.00004663014,0.00005978406,0.0001486434,0.0002173637],"genre_scores_gemma":[0.9987876,0.0001008725,0.0009767973,0.0000261815,0.00000831049,0.0000305484,0.000008621969,0.0000167294,0.0000443206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9327625,"threshold_uncertainty_score":0.3466479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194013201948132,"score_gpt":0.2214973137667237,"score_spread":0.1995571817472424,"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."}}