{"id":"W2022677134","doi":"10.1007/s00464-014-3698-0","title":"Simultaneous development of laparoscopy and robotics provides acceptable perioperative outcomes and shows robotics to have a faster learning curve and to be overall faster in rectal cancer surgery: analysis of novice MIS surgeon learning curves","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Perioperative; Laparoscopy; Robotic surgery; Colorectal surgery; Surgery; Abdominal surgery; CUSUM; Robotics; Laparoscopic surgery; Learning curve; General surgery; Artificial intelligence; Robot; Computer science; Mathematics","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":[0.001030479,0.0002920211,0.0003913426,0.002374378,0.0003969721,0.001025898,0.0003893965,0.0003001764,0.002993269],"category_scores_gemma":[0.01034415,0.0001152549,0.0006984783,0.001217713,0.000393855,0.001067718,0.001465119,0.0004377236,0.0007722681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006641052,"about_ca_system_score_gemma":0.0009675421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001779992,"about_ca_topic_score_gemma":0.002121798,"domain_scores_codex":[0.9991403,0.000105593,0.0001008507,0.0001539608,0.0002899751,0.0002092053],"domain_scores_gemma":[0.983796,0.006050448,0.004052991,0.00084206,0.002362648,0.002895791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004727002,0.0000886233,0.9734741,0.00002409616,0.00005480456,0.00008075433,0.0001321254,0.0007899545,0.000657714,0.0001034927,0.0001675122,0.02395404],"study_design_scores_gemma":[0.000007534477,0.0007139033,0.9945782,0.00001044532,0.00002913732,0.0005185017,0.0005076089,0.001719548,0.0009836289,0.0001963195,0.0007229091,0.0000121977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972129,0.0001401788,0.0006405592,0.00002924991,0.000004502149,0.00001242988,0.000243187,0.00001684399,0.001700222],"genre_scores_gemma":[0.9987778,0.00006236657,0.0002478121,0.00001447272,0.000005091524,0.000007016674,0.000275499,0.00001593447,0.0005940448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002993269,"threshold_uncertainty_score":0.01001346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02613975056813655,"score_gpt":0.3157211789570996,"score_spread":0.289581428388963,"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."}}