{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005378845,0.0001474956,0.0001923591,0.001328133,0.005042162,0.004755748,0.00179369,0.001154148,0.005585063],"category_scores_gemma":[0.02088992,0.000199546,0.0003077883,0.001733924,0.004328868,0.001889227,0.002591742,0.002192928,0.0002805901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0611684,"about_ca_system_score_gemma":0.1693341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9148827,"about_ca_topic_score_gemma":0.9556342,"domain_scores_codex":[0.9892431,0.001920898,0.0005318145,0.0004993689,0.004784488,0.003020196],"domain_scores_gemma":[0.9458086,0.006179232,0.006017901,0.0004917996,0.01965368,0.02184883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000151014,0.0003305485,0.7358929,0.0007030313,0.00007506846,0.001193521,0.02015774,0.001750882,0.001472896,0.01378267,0.07132798,0.1531616],"study_design_scores_gemma":[0.00001729474,0.0001885155,0.8920609,0.0009224718,0.00003858957,0.0007170846,0.04810064,0.0008195051,0.0003946782,0.001593783,0.0550607,0.00008576582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.497183,0.008105192,0.001195396,0.394327,0.0006170843,0.0001090303,0.0008226552,0.0000661948,0.09757448],"genre_scores_gemma":[0.9814656,0.004965514,0.001156733,0.0101759,0.0001433903,0.00002639501,0.0002494792,0.00001653757,0.001800421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9148827,"threshold_uncertainty_score":0.4438099,"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."}}