{"id":"W2086758043","doi":"10.1016/j.ygyno.2003.11.052","title":"Prognostic significance of lymph node variables and human papillomavirus DNA in invasive vulvar carcinoma","year":2004,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Ludwig Institute for Cancer Research","keywords":"Vulvar Carcinoma; Medicine; Lymph node; Polymerase chain reaction; Vulvar cancer; Lymph; Oncology; Pathology; Proportional hazards model; Vulva; Pathological; Internal medicine; Gene; Biology","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":[0.0002410216,0.0001862604,0.0007296632,0.0001847391,0.00005990464,0.000004646426,0.0001050055,0.0002606574,0.0002522473],"category_scores_gemma":[0.0009165981,0.0001457845,0.00005844785,0.0004187162,0.0002649034,0.00004496983,0.00008113214,0.0001565106,0.00001669552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006603628,"about_ca_system_score_gemma":0.0005515906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352496,"about_ca_topic_score_gemma":0.0007079915,"domain_scores_codex":[0.9985462,0.0001228933,0.0004373976,0.0003855728,0.0001435322,0.0003644495],"domain_scores_gemma":[0.9984574,0.0009541787,0.0001758523,0.0001915524,0.00007882633,0.000142205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004089368,0.001510207,0.9563793,0.0002112766,0.00008146288,0.0009085048,0.0002488431,0.00003457331,0.03331979,0.002646097,0.00001693861,0.004234104],"study_design_scores_gemma":[0.01228884,0.004063478,0.9676495,0.00006347412,0.000160311,0.00006178806,0.0001955909,0.000001100837,0.008119095,0.007020673,0.0002366137,0.0001395825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890636,0.0006559524,0.0000120057,0.0005696826,0.0001498011,0.0008001543,0.00001590216,0.00003189841,0.008701026],"genre_scores_gemma":[0.9974744,0.000143892,0.001229364,0.0007449582,0.00006588823,0.0002162436,0.00002139502,0.00001313341,0.00009071241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02520069,"threshold_uncertainty_score":0.5944918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175183128142903,"score_gpt":0.3027833414991105,"score_spread":0.2710315102176814,"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."}}