{"id":"W1992662724","doi":"10.1007/s11701-009-0144-8","title":"Are there advantages to robotic-assisted surgery over laparoscopy from the surgeon’s perspective?","year":2009,"lang":"en","type":"article","venue":"Journal of Robotic Surgery","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Medicine; Laparoscopy; Robotics; Robotic surgery; Scale (ratio); Artificial intelligence; Visual analogue scale; Anastomosis; Surgery; 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":[0.006622056,0.0004342952,0.00113565,0.0008886005,0.001053493,0.003071914,0.001023443,0.004375865,0.02010151],"category_scores_gemma":[0.02431962,0.0002205435,0.001092855,0.0008962695,0.003096555,0.004611069,0.0008657108,0.002454294,0.001773621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009541342,"about_ca_system_score_gemma":0.001417723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009001568,"about_ca_topic_score_gemma":0.003544317,"domain_scores_codex":[0.9974098,0.0009765386,0.0002462865,0.0002466266,0.0008330701,0.000287836],"domain_scores_gemma":[0.9787491,0.01494781,0.002170615,0.0003968264,0.001997448,0.001738122],"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":[0.006649897,0.0005586266,0.06450187,0.005679741,0.001284661,0.005029873,0.0006765503,0.001022534,0.005372168,0.05542758,0.06477686,0.7890197],"study_design_scores_gemma":[0.001827556,0.006027081,0.2233211,0.009925785,0.002660604,0.06805507,0.01501709,0.002381288,0.006965514,0.2036109,0.459378,0.0008300323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09462138,0.3204861,0.003454548,0.5086043,0.01372793,0.00002031614,0.0004672702,0.00005166855,0.05856646],"genre_scores_gemma":[0.7527278,0.1244188,0.00410089,0.07036901,0.0435132,0.00003126058,0.0001814019,0.0000649252,0.00459273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02010151,"threshold_uncertainty_score":0.06724626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04982864869805553,"score_gpt":0.3238124037658574,"score_spread":0.2739837550678019,"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."}}