{"id":"W2955618362","doi":"10.1016/j.ajog.2019.07.009","title":"Impact of surgical approach on oncologic outcomes in women undergoing radical hysterectomy for cervical cancer","year":2019,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":139,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; St. Michael's Hospital; Public Health Ontario; University of Toronto","funders":"BC Cancer Agency; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Cancer Care Ontario; University Health Network; American College of Surgeons","keywords":"Medicine; Radical Hysterectomy; Cervical cancer; Hysterectomy; General surgery; Gynecology; Cancer; Obstetrics; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003170792,0.0001633096,0.001287558,0.0004948936,0.00001851525,0.000006832209,0.0001032076,0.0001001384,0.0001422184],"category_scores_gemma":[0.001382631,0.00009935231,0.0002682438,0.0007016379,0.0001539179,0.00003941935,0.00003147586,0.0002795631,0.000001370145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008656266,"about_ca_system_score_gemma":0.0003903839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007035338,"about_ca_topic_score_gemma":0.000003892912,"domain_scores_codex":[0.99853,0.000113108,0.0005727803,0.0001965299,0.0002346329,0.0003529019],"domain_scores_gemma":[0.9892389,0.009823869,0.0004580654,0.0001101279,0.0001238255,0.0002452134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002211528,0.001180012,0.8983481,0.00007782561,0.0004370429,0.00009014811,0.0001687094,0.00010761,0.00003473734,0.00009366778,0.00001901746,0.0972316],"study_design_scores_gemma":[0.0241991,0.03843649,0.9349866,0.00006237831,0.0001115248,0.0001044609,0.000509425,0.0001130243,0.0000195809,0.0001682897,0.001146031,0.0001430955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976719,0.0006620738,0.00001891955,0.0004382236,0.0003818423,0.0003321163,0.00001399473,0.000003550001,0.0004773891],"genre_scores_gemma":[0.9982463,0.0007707273,0.0005746008,0.0002568366,0.00004937588,0.00002290425,0.000002035597,0.00001365387,0.00006362305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0970885,"threshold_uncertainty_score":0.405147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02296419008771204,"score_gpt":0.3327749907939359,"score_spread":0.3098108007062238,"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."}}