{"id":"W4214742041","doi":"10.1007/s00464-022-09059-3","title":"The impact of robotic surgery on a tertiary care colorectal surgery program, an assessment of costs and short term outcomes: A Canadian perspective","year":2022,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Abdominal surgery; Robotic surgery; Colorectal surgery; Hepatology; Univariate analysis; Surgery; General surgery; Laparoscopy; Retrospective cohort study; Multivariate analysis; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001396413,0.0005583783,0.0005253868,0.002140149,0.003638479,0.004328955,0.001518554,0.001303201,0.00417454],"category_scores_gemma":[0.00626654,0.0003007841,0.001566785,0.005343712,0.001194427,0.0009491855,0.001433061,0.002594304,0.0001749471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1070621,"about_ca_system_score_gemma":0.09760846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9841806,"about_ca_topic_score_gemma":0.9946206,"domain_scores_codex":[0.9961334,0.0003963896,0.0001501687,0.0001606202,0.001603075,0.001556257],"domain_scores_gemma":[0.9922733,0.0005006954,0.001512797,0.0000557887,0.002512578,0.003144902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008228678,0.0006418248,0.9047337,0.000785997,0.001269251,0.0009427581,0.001569585,0.003995322,0.0007269617,0.008404261,0.02605046,0.05005695],"study_design_scores_gemma":[0.00006055431,0.0002762195,0.9846265,0.0005601365,0.0003822714,0.0003802509,0.004752432,0.001671445,0.00009316734,0.0004841003,0.006607858,0.0001051574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8682762,0.01881096,0.0003808937,0.05709713,0.0003152275,0.0001613648,0.01527044,0.00002802702,0.0396598],"genre_scores_gemma":[0.9865425,0.006879931,0.000552222,0.002327526,0.0001553145,0.00002206961,0.002360227,0.00001115994,0.00114902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1070621,"threshold_uncertainty_score":0.7767938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651336130347979,"score_gpt":0.387276244164425,"score_spread":0.3607628828609452,"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."}}