{"id":"W3082461778","doi":"10.1007/s00464-020-07935-4","title":"P338: summarizing measures of proficiency in transanal total mesorectal excision—a systematic review","year":2020,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Total mesorectal excision; MEDLINE; Cochrane Library; CUSUM; Scopus; Colorectal surgery; Meta-analysis; Medical physics; Abdominal surgery; Surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009155209,0.0008884065,0.009994964,0.0003561093,0.00004281643,0.00001978799,0.0003871784,0.0004187547,0.0005245],"category_scores_gemma":[0.0009126547,0.0005817463,0.002202791,0.001957826,0.0001602954,0.00008071921,0.0001175879,0.0009990567,0.0001083367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005620767,"about_ca_system_score_gemma":0.0008975369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005154464,"about_ca_topic_score_gemma":0.000009466979,"domain_scores_codex":[0.9931021,0.0009472988,0.002856976,0.0009875933,0.001469277,0.0006367386],"domain_scores_gemma":[0.996937,0.001089465,0.0007271554,0.000644631,0.0001300838,0.0004716507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002906372,0.0003574949,0.00002503122,0.9340741,0.0004702948,0.002572708,0.00004317005,2.331424e-7,6.309982e-7,0.00008714967,0.00002958481,0.06204893],"study_design_scores_gemma":[0.003391392,0.0007627612,0.00000684601,0.9018853,0.005664758,0.001054427,0.00001158531,0.00001221775,0.000009291384,0.00001129703,0.0867112,0.0004789536],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005179232,0.9891682,0.000005580795,0.00008059511,0.0002244911,0.006686294,0.00009187158,0.00008673073,0.003604467],"genre_scores_gemma":[0.0006749823,0.9976339,0.00009988331,0.0000405663,0.00010182,0.001055454,0.0001224387,0.00009751318,0.0001734542],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08668162,"threshold_uncertainty_score":0.9996634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07286781241481272,"score_gpt":0.377062903226652,"score_spread":0.3041950908118393,"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."}}