{"id":"W4401831763","doi":"10.1016/j.cag.2024.104057","title":"Analyzing the effect of undermining on suture forces during simulated skin flap surgeries with a three-dimensional finite element method","year":2024,"lang":"en","type":"article","venue":"Computers & Graphics","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Hospital for Sick Children; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Finite element method; Fibrous joint; Computer science; Mathematics; Structural engineering; Medicine; Surgery; Engineering","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":[0.000427478,0.0002288424,0.0004080837,0.0002043476,0.0001606723,0.00005004631,0.00009780336,0.00008013157,0.00002010869],"category_scores_gemma":[0.0000421131,0.0001162668,0.0002811997,0.0005472096,0.0001166545,0.00004620348,0.00006255983,0.0003476098,0.000001137798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001949328,"about_ca_system_score_gemma":0.00003324639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002459359,"about_ca_topic_score_gemma":0.00001623289,"domain_scores_codex":[0.9987286,0.0001319974,0.0002529521,0.0003098207,0.0003273303,0.0002492407],"domain_scores_gemma":[0.9964917,0.003075223,0.00007560878,0.0002267008,0.00004873542,0.00008197618],"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":[0.01199093,0.0004206278,0.3278152,0.006727016,0.01146052,0.004543079,0.00566863,0.5049221,0.007633619,0.0165988,0.001716995,0.1005025],"study_design_scores_gemma":[0.004898096,0.005563485,0.1252575,0.008726278,0.00152383,0.0002700963,0.0002282442,0.8046287,0.04175164,0.0008956298,0.005335613,0.0009208407],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989556,0.001785163,0.00720215,0.0007871761,0.0002426041,0.0002928465,0.00000455405,0.00009566966,0.00003386039],"genre_scores_gemma":[0.9987342,0.00003620943,0.000857413,0.0001452649,0.0001532755,0.000005225329,0.00001772431,0.00002632074,0.00002438629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2997066,"threshold_uncertainty_score":0.4741221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110481408164493,"score_gpt":0.276924751947718,"score_spread":0.2658766111312687,"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."}}