{"id":"W3164958508","doi":"10.1016/j.ygyno.2021.05.023","title":"Oncologic outcomes in the era of modern radiation therapy using FIGO 2018 staging system for cervical cancer","year":2021,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Cervical cancer; Stage (stratigraphy); Radiation therapy; Brachytherapy; Multivariate analysis; Chemoradiotherapy; Proportional hazards model; Cohort; Retrospective cohort study; Oncology; Cancer; Internal medicine; External beam radiotherapy; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005354005,0.0001744421,0.0008315761,0.00008826017,0.00009045747,0.000009735992,0.000147298,0.0002727925,0.0002860568],"category_scores_gemma":[0.0003988247,0.0001030766,0.0001937282,0.0004318803,0.00007227677,0.00004715706,0.00004288251,0.0002554205,0.000003508085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321544,"about_ca_system_score_gemma":0.0007232437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002914509,"about_ca_topic_score_gemma":0.0003767092,"domain_scores_codex":[0.9982262,0.0003693062,0.0005030068,0.0003313629,0.0002093182,0.0003607876],"domain_scores_gemma":[0.9972413,0.00205874,0.0002381575,0.0002424769,0.0001568136,0.00006253731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001539041,0.002677466,0.5389384,0.0003582226,0.0004889953,0.000343385,0.001282857,0.0007371908,0.005224748,0.0007460702,0.0002536942,0.44741],"study_design_scores_gemma":[0.03047129,0.0063894,0.939702,0.0001163361,0.0005198838,0.00009386986,0.002350186,0.004146287,0.004483222,0.00231335,0.009077684,0.0003364987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865393,0.003618369,0.0002961225,0.005998265,0.0008695032,0.001228753,0.00005334296,0.00003530732,0.001361007],"genre_scores_gemma":[0.9943851,0.0005576318,0.001486902,0.002820485,0.0001803251,0.0004414486,0.00003622457,0.00001330395,0.00007854842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4470735,"threshold_uncertainty_score":0.4203343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08167160823317504,"score_gpt":0.385751080541624,"score_spread":0.304079472308449,"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."}}