{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002054413,0.000112829,0.000322737,0.00009348529,0.00006323348,0.00001824542,0.00001779744,0.00007943505,0.0001772175],"category_scores_gemma":[0.006012432,0.0001086858,0.0002826941,0.0002339102,0.00002189008,0.00005196231,0.00001375213,0.00007070221,0.0000172336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003408329,"about_ca_system_score_gemma":0.000158093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002632155,"about_ca_topic_score_gemma":0.000002789407,"domain_scores_codex":[0.999042,0.00001376499,0.0002777402,0.0002554498,0.0001921013,0.0002189035],"domain_scores_gemma":[0.9879713,0.01147053,0.00005125037,0.0001595104,0.0002129275,0.0001344599],"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":[0.0005504568,0.0005612585,0.01654848,0.0002046129,0.0003334703,0.00005974537,0.0001968818,0.9389223,0.0157591,0.0002292184,0.0002623007,0.02637216],"study_design_scores_gemma":[0.001822527,0.00001007689,0.008032202,0.00008043679,0.0001262438,0.00001614084,0.00003077614,0.9845387,0.001518424,0.0000256024,0.003677029,0.0001218191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5965437,0.0001153056,0.4024044,0.0001141554,0.0004823934,0.00009670113,0.0000137478,0.00007317202,0.0001564231],"genre_scores_gemma":[0.9968683,0.000005969267,0.002344486,0.0002822784,0.0001435652,0.00002039944,0.0001487921,0.00002396995,0.0001623039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4003246,"threshold_uncertainty_score":0.7197877,"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."}}