{"id":"W2198663942","doi":"10.1016/j.jmig.2015.08.032","title":"Computerized Tomography Adiposity Morphometrics: A Novel Approach to Predict Pulmonary Intolerance in Endometrial Cancer Patients Undergoing Robotic Pelvic Surgery (RPS)","year":2015,"lang":"en","type":"article","venue":"Journal of Minimally Invasive Gynecology","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pneumoperitoneum; Endometrial cancer; Population; Surgery; Radiology; Internal medicine; Cancer; Laparoscopy","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":[0.0004239142,0.0005055756,0.0003602243,0.00234592,0.0002878982,0.0008985983,0.0003415162,0.0006084418,0.00136045],"category_scores_gemma":[0.001598098,0.0002609307,0.0004736222,0.001514288,0.0003115109,0.0006151423,0.000608355,0.0005754807,0.0002810894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002820892,"about_ca_system_score_gemma":0.0003210993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307933,"about_ca_topic_score_gemma":0.002375158,"domain_scores_codex":[0.9998307,0.00003947954,0.00002216285,0.00003568822,0.00004436526,0.00002752128],"domain_scores_gemma":[0.9994208,0.0001160576,0.0002458315,0.00003431425,0.0001015864,0.00008148169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003270074,0.0000750482,0.9887968,0.00002148496,0.0000644784,0.0001281405,0.00003559301,0.0002785182,0.001363012,0.00005721788,0.0001450893,0.008707504],"study_design_scores_gemma":[0.00002206242,0.0003270356,0.9895983,0.00001945993,0.0001437905,0.0009416462,0.0003836393,0.006830333,0.00102026,0.0001924194,0.0005035849,0.00001755719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954851,0.0006669397,0.001530322,0.0001800556,0.00003361077,0.00004229322,0.0004302452,0.00003217354,0.001599276],"genre_scores_gemma":[0.9977587,0.0002262784,0.001359459,0.00003557244,0.00003658422,0.00002973226,0.0002025602,0.000006427871,0.0003444875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00234592,"threshold_uncertainty_score":0.004551172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03690703947763815,"score_gpt":0.2642762608626311,"score_spread":0.227369221384993,"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."}}