{"id":"W3153651163","doi":"10.1093/bjsopen/zrab002","title":"Transanal <i>versus</i> conventional total mesorectal excision for rectal cancer using the IDEAL framework for implementation","year":2021,"lang":"en","type":"article","venue":"BJS Open","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Total mesorectal excision; Medicine; Colorectal cancer; Surgery; Propensity score matching; Retrospective cohort study; Cohort; Anastomosis; Dissection (medical); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00415259,0.00008946282,0.0001604798,0.0003784621,0.0002102749,0.0008333387,0.0002418869,0.0001635484,0.0009419988],"category_scores_gemma":[0.005814761,0.0000902167,0.0003088382,0.0003210519,0.0006082904,0.0005980389,0.0008350239,0.0002615349,0.0001015325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008811044,"about_ca_system_score_gemma":0.001340249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007083194,"about_ca_topic_score_gemma":0.001570428,"domain_scores_codex":[0.9983963,0.0007339682,0.000198245,0.0001474482,0.0003620204,0.0001619281],"domain_scores_gemma":[0.996624,0.0005959587,0.00197274,0.0002259047,0.0002713735,0.0003100304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004813703,0.0007599472,0.7887321,0.0005669302,0.000313652,0.0003608453,0.0006666268,0.001566255,0.003722612,0.002572401,0.001057463,0.1948675],"study_design_scores_gemma":[0.0004324568,0.01282607,0.9616932,0.0004436312,0.000321108,0.004257447,0.002221778,0.0029834,0.003999264,0.001062727,0.009715775,0.00004324528],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959971,0.0005771602,0.001483601,0.0002572293,0.00002196277,0.00008240034,0.00003888154,0.00001140128,0.001530228],"genre_scores_gemma":[0.9978696,0.0002101801,0.001653731,0.00009351908,0.00001383871,0.00004099726,0.00004743517,0.000002796262,0.00006795002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00415259,"threshold_uncertainty_score":0.02196127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1435420801824259,"score_gpt":0.4815719682269235,"score_spread":0.3380298880444976,"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."}}