{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001974773,0.0004491099,0.0005653293,0.000766089,0.0001367301,0.0004333294,0.000284294,0.0004264501,0.0007377846],"category_scores_gemma":[0.003076616,0.0002409303,0.0009987806,0.0006072524,0.0003064946,0.0006276559,0.000513506,0.0003513518,0.0001441894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002838498,"about_ca_system_score_gemma":0.0002717465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000254303,"about_ca_topic_score_gemma":0.0004221683,"domain_scores_codex":[0.9990495,0.000371005,0.0001521109,0.000120775,0.0002090275,0.00009757723],"domain_scores_gemma":[0.9971155,0.001067964,0.00109705,0.0001754805,0.000202173,0.0003418618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04392754,0.001458189,0.928079,0.0003745248,0.001234946,0.0004458438,0.0003226168,0.0005826153,0.00229653,0.0000790035,0.0001812877,0.02101791],"study_design_scores_gemma":[0.001327963,0.04214875,0.9527494,0.00003817612,0.0003916727,0.0009327896,0.0004129821,0.0008274381,0.000621525,0.00005769702,0.0004616266,0.00002999812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994625,0.0002888374,0.00004547824,0.000004831598,0.00000387643,0.00001602552,0.00005192922,0.000001153846,0.0001252056],"genre_scores_gemma":[0.9993886,0.0001278035,0.0001025607,0.00001138585,0.00001274479,0.00002991607,0.0002494301,0.000001895556,0.00007565565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001974773,"threshold_uncertainty_score":0.01044375,"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."}}