{"id":"W2437617951","doi":"10.1097/lgt.0000000000000171","title":"Angiosarcoma of the Vulva","year":2015,"lang":"en","type":"article","venue":"Journal of Lower Genital Tract Disease","topic":"Vascular Tumors and Angiosarcomas","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Malignancy; Vulva; Biopsy; Angiosarcoma; Lesion; Vulvar cancer; Dermatology; Radiology; Pathology","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":[0.0002717409,0.0001096449,0.0002678554,0.00008163402,0.00002614001,0.000012592,0.0001787622,0.00003174744,0.00006094771],"category_scores_gemma":[0.0003274289,0.00006245015,0.0007608925,0.0001684966,0.00007462114,0.0001350567,0.00003661996,0.0001984123,0.00001179473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003814841,"about_ca_system_score_gemma":0.000439505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003505677,"about_ca_topic_score_gemma":3.646055e-7,"domain_scores_codex":[0.9987013,0.00004882111,0.0003887934,0.00007616755,0.0006319392,0.000153003],"domain_scores_gemma":[0.9985309,0.00002644416,0.0002549205,0.0002735867,0.0003225104,0.000591692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00799542,0.01340127,0.8846139,0.0004650186,0.001234248,0.0207226,0.001657109,0.0001382024,0.01945294,0.000452353,0.03762677,0.01224012],"study_design_scores_gemma":[0.00510547,0.001340326,0.9674568,0.0003513188,0.00117146,0.002979465,0.000440991,0.0001021522,0.001903335,0.0009019915,0.01803866,0.0002080157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934256,0.003155056,0.00003120005,0.001772504,0.0004861123,0.000112553,0.00001269467,0.000005602115,0.0009986756],"genre_scores_gemma":[0.9986423,0.00001328986,0.0001879659,0.0002869444,0.0003988895,6.183519e-7,0.000001317547,0.00001688903,0.0004517899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08284285,"threshold_uncertainty_score":0.2546643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02711292673247395,"score_gpt":0.26619934763793,"score_spread":0.239086420905456,"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."}}