{"id":"W2018704813","doi":"10.1097/igc.0b013e31821778c4","title":"Preoperative Bowel Preparation in Gynecologic Oncology","year":2011,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Surgical site infection prevention","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Université Laval; University of Alberta","funders":"","keywords":"Medicine; Gynecologic oncology; Laparotomy; Endometriosis; Subspecialty; General surgery; Laparoscopy; Internal medicine; Surgery; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006068492,0.0001125529,0.0003185625,0.0002372992,0.00002236845,0.00001293973,0.0001750286,0.000195645,0.02452978],"category_scores_gemma":[0.0009183378,0.00007986801,0.0001761803,0.0001500986,0.00008152196,0.0002559602,0.00005067665,0.000393982,0.00004219113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023083,"about_ca_system_score_gemma":0.0002680422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000513843,"about_ca_topic_score_gemma":0.000172372,"domain_scores_codex":[0.9984391,0.0001832962,0.0006910776,0.0001653836,0.0003620151,0.0001591544],"domain_scores_gemma":[0.9983687,0.0002935959,0.0004220817,0.00006651432,0.0007375985,0.0001115452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005721594,0.003159744,0.8940521,0.00001203932,0.0004381676,0.001821509,0.00120473,0.0003755023,0.002891874,0.00189522,0.0008193669,0.08760808],"study_design_scores_gemma":[0.002935313,0.002825142,0.9785157,0.00006016773,0.00005407313,0.000442248,0.0001114754,0.0001683456,0.002581795,0.00224448,0.009959552,0.000101649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695241,0.0002056209,0.0004606577,0.001237068,0.001657491,0.0002466138,0.000002901824,0.00001829693,0.02664724],"genre_scores_gemma":[0.9966471,0.0003635899,0.001194712,0.00105771,0.0002703737,0.00004308058,0.000003507146,0.000006631476,0.000413344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08750644,"threshold_uncertainty_score":0.9763619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06499096504423373,"score_gpt":0.3993182773436182,"score_spread":0.3343273122993844,"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."}}