{"id":"W4415306007","doi":"10.1016/j.lers.2025.10.001","title":"Comparison of outcomes in robot-assisted colon cancer surgery using Da Vinci Xi, Hugo™ RAS, and Versius®: The COMPAR-CRC multiplatform study","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Robotic surgery; Colorectal cancer; Laparoscopy; Da Vinci Surgical System; Prospective cohort study; Laparoscopic surgery; Colorectal surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004107045,0.0003515186,0.001972693,0.0003276123,0.000222868,0.00003791707,0.00009902585,0.0001424608,0.0000540311],"category_scores_gemma":[0.0002288054,0.0002462023,0.0001539619,0.0006105889,0.000351181,0.0001001254,0.0001667867,0.0002959538,9.882115e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766024,"about_ca_system_score_gemma":0.0003145071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00270115,"about_ca_topic_score_gemma":0.001459387,"domain_scores_codex":[0.997622,0.0001819622,0.0009125172,0.0004908647,0.000344489,0.0004481889],"domain_scores_gemma":[0.9957952,0.00333816,0.0002685284,0.0003925255,0.00007220033,0.0001333782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003484908,0.0008680035,0.9940715,0.0003365487,0.0003828954,0.00004704727,0.0004335362,0.000213058,0.0001737003,0.00002382876,0.0001106381,0.002990741],"study_design_scores_gemma":[0.002782495,0.0001126407,0.9924105,0.0009134633,0.0004331585,0.00000581752,0.001039346,0.00141395,0.0006405891,0.00001386061,0.00007076759,0.0001634043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914979,0.005553806,0.00003278881,0.000461699,0.001177106,0.001067327,0.0000077335,0.00004036502,0.0001612864],"genre_scores_gemma":[0.9989455,0.0003161686,0.0001696836,0.0001727082,0.00003192607,0.000101799,0.00001286896,0.00002001407,0.0002293464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007447596,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0967028187039707,"score_gpt":0.3925333905923264,"score_spread":0.2958305718883558,"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."}}