{"id":"W2924331584","doi":"10.1016/j.ijrobp.2019.03.020","title":"Importance of Technique, Target Selection, Contouring, Dose Prescription, and Dose-Planning in External Beam Radiation Therapy for Cervical Cancer: Evolution of Practice From EMBRACE-I to II","year":2019,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Dansk Kræftforsknings Fond; Medizinische Universität Wien; Austrian Science Fund; Kræftens Bekæmpelse","keywords":"Medicine; Contouring; Radiation therapy; Cervical cancer; Nuclear medicine; Radiation treatment planning; Brachytherapy; External beam radiotherapy; Dose fractionation; Radiology; Cancer; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0005641683,0.0001528595,0.0005255037,0.0002695954,0.00003720785,0.000009150679,0.0001617922,0.0001813605,0.00006703855],"category_scores_gemma":[0.0004619519,0.0001354041,0.0001226715,0.0002696919,0.00005200818,0.0003573474,0.00003258181,0.0002515679,0.000001031131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009190538,"about_ca_system_score_gemma":0.0004603429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004646142,"about_ca_topic_score_gemma":0.00001609975,"domain_scores_codex":[0.9983456,0.0001219866,0.0008586262,0.0002368886,0.000279316,0.0001575951],"domain_scores_gemma":[0.9969991,0.000451792,0.001351382,0.00009580779,0.001008331,0.00009356887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005879648,0.0006517521,0.8847652,0.0000211272,0.0004238701,0.000003261941,0.0005400823,0.00150104,0.07376923,0.001290028,0.0001516301,0.03100314],"study_design_scores_gemma":[0.02023519,0.005608124,0.9066918,0.0002842719,0.0001665702,0.00005091659,0.0001200224,0.001490103,0.04499334,0.01049349,0.009675935,0.0001901657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769663,0.003479316,0.01635022,0.001212409,0.0008908832,0.0008802123,0.0001043654,0.00001389209,0.0001024146],"genre_scores_gemma":[0.984493,0.0007084555,0.01314511,0.0004626656,0.00101624,0.00007779746,0.0000510143,0.00001807415,0.00002765196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03081298,"threshold_uncertainty_score":0.5521621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721437585749961,"score_gpt":0.3530291654537623,"score_spread":0.3358147895962627,"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."}}