{"id":"W3033226828","doi":"10.1007/s10151-020-02251-4","title":"Development and validation of a transanal endoscopic rectal purse string simulator","year":2020,"lang":"en","type":"article","venue":"Techniques in Coloproctology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Colorectal surgery; Abdominal surgery; Surgery; Total mesorectal excision; Rectum; Laparoscopy; General surgery; Physical therapy; Colorectal cancer; Internal medicine","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":[0.005238364,0.0006023562,0.0003277842,0.0007009566,0.0005215157,0.0007996538,0.001914831,0.0008632665,0.003184879],"category_scores_gemma":[0.007666249,0.000364127,0.0005707086,0.0002733654,0.0005774557,0.0007176542,0.001749335,0.0008154573,0.00119549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000489845,"about_ca_system_score_gemma":0.003707187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001660472,"about_ca_topic_score_gemma":0.002003273,"domain_scores_codex":[0.9979953,0.0006553393,0.0001609014,0.0002162099,0.0008218143,0.0001505347],"domain_scores_gemma":[0.9951905,0.001180502,0.0002869199,0.0007216784,0.00183148,0.0007889157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001951102,0.01286265,0.08636063,0.0008455282,0.0002525467,0.0007679351,0.003693876,0.0613717,0.3780825,0.003685562,0.003887857,0.4462381],"study_design_scores_gemma":[0.001240402,0.0523876,0.1313229,0.0007453254,0.0005535726,0.003094997,0.003513147,0.3564332,0.3453361,0.002314706,0.1026302,0.0004278432],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7553568,0.0001479574,0.2307276,0.0003776054,0.0002823943,0.005415307,0.000694412,0.001363691,0.005634243],"genre_scores_gemma":[0.660033,0.0003219123,0.3288231,0.0001654016,0.00003852123,0.002618541,0.001598356,0.0002154961,0.006185561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005238364,"threshold_uncertainty_score":0.02770346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05639245314809958,"score_gpt":0.3386118989991452,"score_spread":0.2822194458510456,"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."}}