{"id":"W3008741759","doi":"10.1503/cjs.001119","title":"Implementing new surgical technology: a national perspective on case volume requirement for proficiency in transanal total mesorectal excision","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"University of Toronto","keywords":"Medicine; Total mesorectal excision; Interquartile range; Colorectal cancer; General surgery; Surgery; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0006393595,0.0001708299,0.0004968618,0.000821303,0.0001157529,0.00002501082,0.0000704137,0.0001038409,0.0004448339],"category_scores_gemma":[0.000738762,0.0001514192,0.0003232223,0.0007588804,0.00006162163,0.0001228628,0.00001012974,0.0003187188,0.000004188503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002059214,"about_ca_system_score_gemma":0.004387356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002227276,"about_ca_topic_score_gemma":0.005030063,"domain_scores_codex":[0.9981154,0.00003994588,0.000630889,0.0002680322,0.0004075753,0.0005381404],"domain_scores_gemma":[0.9982122,0.0002321776,0.0001891163,0.00006734223,0.0003910022,0.0009081458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009745141,0.0006893627,0.6439101,0.0001934556,0.0009088774,0.2147261,0.006084954,0.0003460022,0.0007954507,0.003646551,0.02069441,0.09825959],"study_design_scores_gemma":[0.07128423,0.03047865,0.4549281,0.004846409,0.001530876,0.228197,0.03693007,0.009325946,0.007496593,0.009071173,0.1417573,0.004153679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753447,0.0006734793,0.0001145593,0.02237914,0.0002109732,0.0004399627,0.00005099534,0.00001180461,0.000774345],"genre_scores_gemma":[0.9989894,0.000008588262,0.0002521882,0.0002370327,0.0003810349,0.00001634875,0.000007130459,0.00002045971,0.00008780669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1889821,"threshold_uncertainty_score":0.7782981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08820305832591016,"score_gpt":0.3418791870261667,"score_spread":0.2536761287002566,"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."}}