{"id":"W7018040791","doi":"","title":"Clinical and financial implications of robotically-assisted surgery","year":2019,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Intuitive Surgical; Israel Cancer Research Fund","keywords":"Gynecologic oncology; Perioperative; Robotic surgery; Robotics; Quality of life (healthcare); Ovarian cancer; Endometrial cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001685939,0.000683193,0.002256873,0.000532274,0.0002724324,0.00002517173,0.0003413945,0.001821534,0.0003407048],"category_scores_gemma":[0.007630475,0.0006681493,0.0009876797,0.0006041001,0.0002809537,0.0002195879,0.00014776,0.002027686,0.000114804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878376,"about_ca_system_score_gemma":0.0003554506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006527968,"about_ca_topic_score_gemma":0.0001386911,"domain_scores_codex":[0.9947587,0.0004182784,0.002275504,0.001245076,0.0007016835,0.0006007998],"domain_scores_gemma":[0.9940479,0.002114741,0.000966088,0.001179436,0.001139584,0.0005521878],"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":[0.002551685,0.002189315,0.03303104,0.004316221,0.0007860931,0.0002413811,0.000006998382,5.495116e-7,0.07427607,0.2123891,0.0001996843,0.6700118],"study_design_scores_gemma":[0.001969865,0.000895094,0.9020716,0.003200091,0.001384504,0.0002341185,0.00006093467,0.000004426864,0.03417264,0.0151459,0.0394534,0.001407438],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381132,0.0003325129,0.000001310376,0.0001034362,0.0006750351,0.001307566,0.0007793328,0.0002787914,0.05840878],"genre_scores_gemma":[0.9891796,0.00130802,0.003416799,0.000569033,0.00007311173,0.0001514461,0.001386589,0.0001834315,0.003732022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8690405,"threshold_uncertainty_score":0.999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05081589596031269,"score_gpt":0.3264501029364041,"score_spread":0.2756342069760914,"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."}}