{"id":"W4389517047","doi":"10.1002/dc.25265","title":"Acantholytic squamous cell carcinoma mimicking epithelioid angiosarcoma: A diagnostic challenge by cytology","year":2023,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Vascular Tumors and Angiosarcomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pathology; Angiosarcoma; Medicine; Malignancy; Immunostaining; Squamous carcinoma; CD31; Vimentin; Carcinoma; Immunohistochemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005696225,0.0005937176,0.001134103,0.0006136523,0.0002698843,0.0000325173,0.0003986305,0.0004392489,0.000248988],"category_scores_gemma":[0.005526251,0.0005672752,0.0005007546,0.0008521262,0.0003964385,0.00009066322,0.0003335898,0.0006564016,0.001789518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001227708,"about_ca_system_score_gemma":0.000170835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009140644,"about_ca_topic_score_gemma":0.00002712516,"domain_scores_codex":[0.9959461,0.0003291405,0.0007201312,0.001085006,0.0004241845,0.001495423],"domain_scores_gemma":[0.993512,0.004714657,0.0002031832,0.0009733337,0.0001339158,0.0004629449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002280627,0.002832185,0.7607515,0.001268097,0.0001094428,0.09838758,0.003595167,0.00005182925,0.04866152,0.001445708,0.07234861,0.01032025],"study_design_scores_gemma":[0.01377504,0.00482476,0.9075905,0.0004750713,0.001539473,0.01345054,0.001543785,0.00100813,0.02128693,0.001789686,0.03054748,0.002168569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765036,0.01278737,0.0002781778,0.006485557,0.0007410158,0.0009715168,0.000138756,0.0005684493,0.001525537],"genre_scores_gemma":[0.994851,0.001430216,0.0001783119,0.001336152,0.0004659617,0.0003332172,0.0005026637,0.0001574029,0.0007450681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.146839,"threshold_uncertainty_score":0.9996779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280658047584961,"score_gpt":0.2469932101869172,"score_spread":0.2341866297110675,"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."}}