{"id":"W4403376279","doi":"10.1145/3678935.3678974","title":"A Finite Element Study of the Universality and Scalability of an Optimized Universal Talus Implant","year":2024,"lang":"en","type":"article","venue":"","topic":"Foot and Ankle Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Finite element method; Universality (dynamical systems); Scalability; Computer science; Structural engineering; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005636157,0.0003511789,0.000391815,0.0004482252,0.0001529378,0.0004233479,0.0004955317,0.0006236189,0.0010338],"category_scores_gemma":[0.001386305,0.0002432382,0.0004871427,0.0002972605,0.0005643946,0.0002270724,0.000340623,0.0001765309,0.0001548903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002843598,"about_ca_system_score_gemma":0.0004829208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797985,"about_ca_topic_score_gemma":0.001894297,"domain_scores_codex":[0.9997178,0.00003785031,0.00001945433,0.00004842125,0.000129152,0.00004737433],"domain_scores_gemma":[0.9995672,0.000187293,0.00007241617,0.00005418291,0.00009539199,0.00002340333],"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":[0.0004434169,0.000138088,0.006370956,0.0003208921,0.00005744908,0.000366977,0.000309523,0.7697456,0.1927283,0.00164569,0.0004573778,0.02741569],"study_design_scores_gemma":[0.00002185438,0.0006098145,0.007054862,0.0000405236,0.00006044457,0.0001753872,0.0001757826,0.9660905,0.02396502,0.0003175555,0.001454438,0.00003384466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532295,0.0003014431,0.04177863,0.00009202751,0.00003957385,0.00005556999,0.0002127296,0.0001493445,0.004141144],"genre_scores_gemma":[0.9890743,0.00008539217,0.01006961,0.00001185273,0.00000332855,0.00003019228,0.00008548865,0.00001630697,0.0006235823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001797985,"threshold_uncertainty_score":0.003575027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747679330972495,"score_gpt":0.2707917852498333,"score_spread":0.2533149919401084,"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."}}