{"id":"W4384026090","doi":"10.1055/s-0043-1769864","title":"Molecular classification of vulval cancer: Comparing pre-surgical biopsy and surgical specimen of radical vulvectomy from the same patients","year":2023,"lang":"en","type":"article","venue":"Geburtshilfe und Frauenheilkunde","topic":"Genital Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Lichen sclerosus; Radical Vulvectomy; Biopsy; Medicine; Pathology; Lesion; Vulvar cancer; P53 expression; Immunohistochemistry; Vulvectomy; Vulva; Oncology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002425428,0.0001017423,0.0001663212,0.001036651,0.0002763441,0.000394591,0.0002662864,0.0003338353,0.002504916],"category_scores_gemma":[0.001185682,0.00007217611,0.0001943762,0.0003514714,0.0002126119,0.0002050116,0.0002916958,0.0001824393,0.0003114206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002172575,"about_ca_system_score_gemma":0.0001614408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123642,"about_ca_topic_score_gemma":0.001530057,"domain_scores_codex":[0.9998305,0.00002906391,0.00001978264,0.00004251018,0.00003642634,0.00004159792],"domain_scores_gemma":[0.9995593,0.0001136083,0.0001123688,0.00003984182,0.00006226335,0.0001125539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000391113,0.00003858104,0.990598,0.00002863514,0.00004062034,0.0003664878,0.00009036165,0.00006082182,0.002568361,0.000027844,0.0001598322,0.005629479],"study_design_scores_gemma":[0.000005874664,0.0001480264,0.9963761,0.0000102407,0.00002823326,0.001993845,0.0002163913,0.000126425,0.0005560755,0.00002507617,0.0005110306,0.000002685513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986286,0.0004775207,0.00008425317,0.00002068043,0.00001448516,0.00001068402,0.0002014361,0.000004145038,0.0005580919],"genre_scores_gemma":[0.9988651,0.0001977809,0.0001410055,0.00001571729,0.00001474504,0.00001049146,0.0005670548,0.000002357541,0.0001857765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002504916,"threshold_uncertainty_score":0.008379757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0324010357956553,"score_gpt":0.3239909309762208,"score_spread":0.2915898951805656,"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."}}