{"id":"W4389101189","doi":"10.1016/j.gore.2023.101310","title":"Vulvar cancer management and wrangling recurrent disease: A report from the Society of Gynecologic Oncology journal club","year":2023,"lang":"en","type":"article","venue":"Gynecologic Oncology Reports","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Gynecologic oncology; Vulvar cancer; General surgery; Vulvectomy; Clinical trial; Vulvar neoplasm; Endometrial cancer; Cancer; Vulva; Gynecology; Family medicine; Oncology; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001470667,0.0004190077,0.0003274878,0.001657326,0.002026088,0.00190514,0.0005180634,0.00182809,0.002935396],"category_scores_gemma":[0.006485777,0.0002709554,0.0007666949,0.002222011,0.0005590119,0.000963697,0.0009266188,0.002411626,0.0009295794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170882,"about_ca_system_score_gemma":0.003084551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005026081,"about_ca_topic_score_gemma":0.01145262,"domain_scores_codex":[0.9986492,0.0002029808,0.0001678859,0.00008948256,0.0006421354,0.0002484053],"domain_scores_gemma":[0.9959423,0.0007520515,0.0007515332,0.0001610744,0.0008966672,0.001496429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.0001533883,0.0007402606,0.1774916,0.001020313,0.0001572552,0.1415669,0.004791689,0.0004472472,0.001962919,0.001646338,0.3725371,0.2974851],"study_design_scores_gemma":[0.000051173,0.0005536865,0.1213242,0.001602351,0.0001784516,0.2303133,0.006656244,0.0006578063,0.001218971,0.0006699914,0.6366737,0.000100144],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4291991,0.1861751,0.004539697,0.2133579,0.03039258,0.0008296081,0.00199018,0.0006821795,0.1328337],"genre_scores_gemma":[0.7601002,0.1502543,0.002616175,0.0383896,0.01764755,0.0002478678,0.00179636,0.0002334201,0.02871438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005026081,"threshold_uncertainty_score":0.009993613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0476164032787369,"score_gpt":0.3634095677889939,"score_spread":0.315793164510257,"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."}}