{"id":"W4311545470","doi":"10.7759/cureus.32213","title":"Development and Initial Assessment of a Novel Customized Deep Laceration Simulator for Suturing Training","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; University of Ontario Institute of Technology; Université de Montréal","funders":"","keywords":"Medicine; Curriculum; Executable; Simulation training; Simulation; Medical education; Fascia; Medical physics; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001961507,0.00006561891,0.0001886651,0.00002748911,0.000126511,0.000007371739,0.00002721952,0.0000238053,0.0001208902],"category_scores_gemma":[0.00005650947,0.00005669982,0.00004849451,0.00004217429,0.00001382795,0.00002825015,0.00004292552,0.0000656694,6.502938e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007033821,"about_ca_system_score_gemma":0.0001105568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003357922,"about_ca_topic_score_gemma":0.00000536273,"domain_scores_codex":[0.9994249,0.00001321466,0.000178636,0.0001234479,0.0001504078,0.0001093558],"domain_scores_gemma":[0.9996725,0.0001258872,0.00005938384,0.00005611604,0.00003100601,0.00005509387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01137174,0.005913938,0.01847676,0.00198719,0.002712396,0.0001760657,0.08449608,0.02905328,0.4453122,0.06438787,0.001142502,0.33497],"study_design_scores_gemma":[0.07345381,0.002056486,0.07010785,0.0002583923,0.0005848595,0.0001796874,0.02897372,0.3157662,0.03353099,0.0002631819,0.4737399,0.001084938],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933289,0.0002039246,0.005124979,0.0001776349,0.0001768724,0.0003807264,0.00000798273,0.00001828418,0.0005806909],"genre_scores_gemma":[0.9772968,0.000003571489,0.02222033,0.0001440348,0.0001477744,0.00008572533,0.00002851746,0.000009603559,0.00006358772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4725974,"threshold_uncertainty_score":0.2312151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08165946115870246,"score_gpt":0.3665664024494055,"score_spread":0.284906941290703,"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."}}