{"id":"W3169870601","doi":"","title":"A Validated Cohesive Finite Element Analysis of Needle Insertion into Human Skin","year":2021,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finite element method; Materials science; Stiffness; Cohesive zone model; Traction (geology); Structural engineering; Process (computing); Biomedical engineering; Mechanical engineering; Composite material; Computer science; Engineering","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":[0.0003987622,0.0004467099,0.0003439386,0.0004720528,0.0002294995,0.0005363137,0.0006187508,0.001397407,0.001521032],"category_scores_gemma":[0.001508855,0.0002575463,0.0005609511,0.0002484498,0.0004057434,0.0003007545,0.0003928579,0.0003144302,0.0003639429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927112,"about_ca_system_score_gemma":0.0005592753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002945051,"about_ca_topic_score_gemma":0.00205734,"domain_scores_codex":[0.9997906,0.00005260332,0.00001309973,0.00003423512,0.00009322556,0.00001619716],"domain_scores_gemma":[0.9995356,0.0002619865,0.0000451247,0.00005179941,0.00009112441,0.00001432161],"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":[0.00007931484,0.00009080474,0.00227187,0.0001471924,0.00002625645,0.0003596803,0.0002808222,0.9283171,0.04549726,0.002432256,0.0002317739,0.02026562],"study_design_scores_gemma":[0.000006601787,0.00005930796,0.0005869708,0.00001351225,0.000007871813,0.00009454526,0.00003673143,0.9938753,0.004388925,0.0002883519,0.0006319482,0.000009939296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2689058,0.0003975455,0.7235587,0.000126086,0.00005225652,0.0001957556,0.0002899793,0.0003976788,0.006076199],"genre_scores_gemma":[0.893348,0.0002728969,0.1032851,0.00005215157,0.00000989285,0.0001675005,0.0002034029,0.00007451299,0.002586495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002945051,"threshold_uncertainty_score":0.005855858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725157470690674,"score_gpt":0.3011102757157892,"score_spread":0.2838587010088824,"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."}}