{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118909,0.00007064624,0.0002410134,0.00008348853,0.00001559873,0.000002303736,0.00003165521,0.00009806157,0.00008400637],"category_scores_gemma":[0.000110659,0.00006685696,0.00001854692,0.0001676997,0.00005045974,0.00002774145,0.00001713445,0.0001262028,9.149387e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002536959,"about_ca_system_score_gemma":0.00005820332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003719682,"about_ca_topic_score_gemma":0.000004021173,"domain_scores_codex":[0.9993486,0.0000247868,0.0002787663,0.0001551012,0.00008452324,0.0001082013],"domain_scores_gemma":[0.9997224,0.0000907015,0.00004997093,0.00004544326,0.00002974563,0.00006174443],"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":[0.001881011,0.0003638162,0.4596274,0.0007006761,0.0001173547,0.0002707689,0.009557663,0.0001136169,0.04124423,0.006330029,0.00001503857,0.4797784],"study_design_scores_gemma":[0.004457672,0.0008831094,0.03735573,0.0001867382,0.00004447326,0.00003380757,0.0003044175,0.002922822,0.9409935,0.000306414,0.01231657,0.000194681],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952015,0.00004007895,0.002783068,0.0003222979,0.00001244141,0.000311677,6.254954e-7,0.0001106817,0.001217601],"genre_scores_gemma":[0.9808512,0.000006389932,0.01884609,0.0002411373,0.00001473996,0.00002257294,0.000006076605,0.000006611388,0.000005164903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8997493,"threshold_uncertainty_score":0.2726347,"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."}}