{"id":"W2071413935","doi":"10.1007/s00464-009-0621-1","title":"Does robotic assistance improve efficiency in performing complex minimally invasive surgical procedures?","year":2009,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Medicine; Laparoscopy; Anastomosis; Robotics; Learning curve; Hepatology; Abdominal surgery; Surgery; Robotic surgery; General surgery; Artificial intelligence; Robot; Computer science","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":[0.002821678,0.000414631,0.0005100184,0.0005123343,0.0002692134,0.001136681,0.0006873171,0.001124802,0.007763625],"category_scores_gemma":[0.01924263,0.0002359692,0.000688058,0.0004692774,0.0005168565,0.002435084,0.0004162347,0.0004231885,0.002023965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002820932,"about_ca_system_score_gemma":0.0005033413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007715601,"about_ca_topic_score_gemma":0.001641952,"domain_scores_codex":[0.9982622,0.0008808905,0.0001686365,0.0001118148,0.0004050873,0.0001713903],"domain_scores_gemma":[0.9906411,0.005995808,0.001247931,0.0008554918,0.000945364,0.0003143585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004226188,0.001401119,0.1543394,0.0007585752,0.0004751518,0.0006972522,0.0002891331,0.002072196,0.005748227,0.001207584,0.005640708,0.8231443],"study_design_scores_gemma":[0.000705684,0.01091828,0.9091346,0.0007122923,0.001081181,0.01162809,0.001185861,0.01730611,0.01692938,0.003751545,0.02648239,0.0001645685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9229154,0.01530652,0.0188019,0.009292242,0.0006906158,0.0001088597,0.0003112051,0.0004381515,0.03213516],"genre_scores_gemma":[0.9831631,0.004328436,0.009286795,0.000746131,0.0006019436,0.00003455158,0.0001279586,0.00006586431,0.00164533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007763625,"threshold_uncertainty_score":0.02597189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366345855148635,"score_gpt":0.2821022025545818,"score_spread":0.2684387440030955,"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."}}