{"id":"W3158640403","doi":"10.1177/22925503211003835","title":"A Novel Silicone Simulation Model for Microvascular Anastomosis","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Silicone; Anastomosis; Computer science; Surgery; Materials science; Medicine; Composite material","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":[0.0003514585,0.0004188704,0.0001415104,0.0003208371,0.0001492892,0.0002934831,0.0003399958,0.0003706038,0.00254335],"category_scores_gemma":[0.0008310922,0.0001815252,0.0003883792,0.0001874788,0.0002109355,0.0002471216,0.0004436084,0.0002063959,0.0004093493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002419478,"about_ca_system_score_gemma":0.0007241937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004718314,"about_ca_topic_score_gemma":0.0005669548,"domain_scores_codex":[0.9998252,0.00004779244,0.00001459959,0.00001720209,0.00008405049,0.0000112362],"domain_scores_gemma":[0.9996837,0.0001553419,0.00004354128,0.0000369339,0.00004432681,0.00003620248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001051863,0.0007343701,0.01271583,0.001006588,0.0000759855,0.00213115,0.0005755118,0.4790829,0.3995419,0.007370149,0.003223577,0.09249022],"study_design_scores_gemma":[0.0002513742,0.003675675,0.007026934,0.000171686,0.0001603773,0.004569699,0.0001014677,0.8554667,0.09209183,0.002418763,0.03397063,0.00009483918],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6362202,0.0009809094,0.3476081,0.0004649843,0.0002755143,0.0005681824,0.000613788,0.00118614,0.01208213],"genre_scores_gemma":[0.8882352,0.0006689941,0.1064441,0.00005485775,0.0000252403,0.0002721633,0.0004223887,0.00007146459,0.003805778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00254335,"threshold_uncertainty_score":0.008508384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08342494411370989,"score_gpt":0.3050124849270582,"score_spread":0.2215875408133483,"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."}}