{"id":"W4313311841","doi":"10.7759/cureus.31749","title":"Development and Initial Assessment of a Novel and Customized Bile Duct Simulator for Handsewn Anastomosis Training","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; McGill University Health Centre; Université de Montréal; University of Ontario Institute of Technology","funders":"","keywords":"Medicine; Fidelity; Bile duct; Simulation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002786689,0.0008266904,0.000398304,0.0006714506,0.000302513,0.0005629661,0.001204572,0.0007618516,0.002146185],"category_scores_gemma":[0.005723912,0.0004126917,0.0005167567,0.0002137591,0.0005516068,0.0005455267,0.001136204,0.0005133802,0.0004893969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004078695,"about_ca_system_score_gemma":0.001288473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000705258,"about_ca_topic_score_gemma":0.001475997,"domain_scores_codex":[0.9985833,0.000413254,0.0001451708,0.0001116792,0.0006155217,0.0001309757],"domain_scores_gemma":[0.9976521,0.0006606836,0.0001475563,0.000273197,0.0009063662,0.0003600389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001575451,0.00713955,0.04079049,0.00150763,0.0001821011,0.00196034,0.003238272,0.05841664,0.5520888,0.001328512,0.002532902,0.3292393],"study_design_scores_gemma":[0.0005984849,0.0835624,0.09312473,0.0005099527,0.0004170311,0.008762941,0.002253344,0.1576254,0.5830876,0.001006449,0.0685661,0.0004854692],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9077529,0.0002477899,0.08573324,0.0001736255,0.0001046747,0.002502694,0.0004120852,0.0003834223,0.002689664],"genre_scores_gemma":[0.7895407,0.0006544148,0.2033843,0.0001189531,0.00003419785,0.001209011,0.001025301,0.0001207343,0.003912366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002786689,"threshold_uncertainty_score":0.01473755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154718673464452,"score_gpt":0.3823304573699887,"score_spread":0.2668585900235435,"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."}}