{"id":"W2284671938","doi":"10.1016/j.ijrobp.2016.02.043","title":"Consensus Recommendations for Radiation Therapy Contouring and Treatment of Vulvar Carcinoma","year":2016,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; Princess Margaret Cancer Centre; Centre Hospitalier de l’Université de Montréal","funders":"National Cancer Institute","keywords":"Contouring; Medicine; Vulvar cancer; Vaginal cancer; Radiation therapy; Vulvar Carcinoma; Medical physics; Vulvar neoplasm; Confidence interval; Vulva; Radiology; Surgery; 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":[0.0002083406,0.0001336946,0.0004215793,0.0001512902,0.00004514021,0.00000746157,0.00008420952,0.0001166291,0.00005791382],"category_scores_gemma":[0.0002264612,0.0000857417,0.0001795217,0.00008474931,0.0001063857,0.00009083522,0.00001068742,0.00005678839,0.000002565605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006493112,"about_ca_system_score_gemma":0.0002689254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003489917,"about_ca_topic_score_gemma":0.000003696331,"domain_scores_codex":[0.998925,0.0001026176,0.0005656325,0.0001498413,0.0001252122,0.000131686],"domain_scores_gemma":[0.9974553,0.001039956,0.0007515272,0.00008529393,0.0005682905,0.00009965675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001598941,0.000457745,0.2566865,0.00000366875,0.0006668605,0.000006702382,0.0002036752,0.000003693025,0.007327697,0.002747756,0.0002595688,0.7300372],"study_design_scores_gemma":[0.1643768,0.03088319,0.35504,0.00021074,0.0008345077,0.0005003124,0.0002205191,0.0004366179,0.1145181,0.02534345,0.3071397,0.0004960913],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773722,0.001854033,0.004006571,0.01440583,0.001440959,0.000462386,0.0002236392,0.00001558619,0.0002188133],"genre_scores_gemma":[0.9910591,0.004550726,0.002427326,0.0002796418,0.001509722,0.00002781943,0.00005433396,0.00001499173,0.00007638035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7295411,"threshold_uncertainty_score":0.3496445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0556275492335014,"score_gpt":0.3682541883086934,"score_spread":0.3126266390751921,"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."}}