{"id":"W3009459241","doi":"10.21037/ales.2020.01.01","title":"Important outcomes for transanal total mesorectal excision in a Canadian population after using transanal minimally invasive surgery (flexible) or transanal endoscopic microsurgery (rigid) platforms","year":2020,"lang":"en","type":"article","venue":"Annals of Laparoscopic and Endoscopic Surgery","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; Health Sciences North; NOSM University","funders":"","keywords":"Medicine; Microsurgery; Total mesorectal excision; Surgery; Invasive surgery; Population; Colorectal cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005860362,0.0006100823,0.002312798,0.0007648387,0.0001267753,0.0000487748,0.000104404,0.0003335699,0.0005146145],"category_scores_gemma":[0.0004828512,0.0004963704,0.0007788795,0.0007163041,0.0001693397,0.0003880582,0.00001955238,0.00028236,0.000002097688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721907,"about_ca_system_score_gemma":0.001736915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03849925,"about_ca_topic_score_gemma":0.04541554,"domain_scores_codex":[0.9955876,0.00008342296,0.001785674,0.0008257956,0.0005410716,0.001176461],"domain_scores_gemma":[0.9963346,0.00195212,0.0003224417,0.0002638277,0.0001306997,0.0009963434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004821477,0.0001782758,0.9882115,0.0009168037,0.0003569832,0.0005793801,0.000595777,0.00001650355,0.0009072162,0.000008794639,0.0001196993,0.00328762],"study_design_scores_gemma":[0.00276335,0.0005644026,0.9819646,0.001168814,0.0002653677,0.00005874253,0.0001761387,0.0003221967,0.01200708,0.00009245865,0.0001580196,0.0004587853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945685,0.002159832,0.00006174359,0.00125725,0.0004456844,0.001080662,0.0003338843,0.00005344047,0.00003902386],"genre_scores_gemma":[0.996607,0.0009211453,0.000458093,0.001370143,0.0001479746,0.0001771081,0.0002053431,0.00007165578,0.00004150783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01109987,"threshold_uncertainty_score":0.9997488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088175722246853,"score_gpt":0.3401932740613494,"score_spread":0.2313757018366641,"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."}}