{"id":"W4391812328","doi":"10.37549/ar2956","title":"Radiation-associated Angiosarcoma of the Breast: A Clinicopathological and Multimodality Imaging Review","year":2024,"lang":"en","type":"article","venue":"Applied Radiology","topic":"Vascular Tumors and Angiosarcomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Multimodality; Angiosarcoma; Medicine; Radiology; Hemangiosarcoma; Radiation therapy; Computer science; World Wide Web","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":[0.000627424,0.0001154095,0.0004300899,0.00003726672,0.00004876766,0.000005434532,0.00008429516,0.00007668827,0.00004094586],"category_scores_gemma":[0.0001305561,0.00006811093,0.0002088079,0.0002156905,0.0002266168,0.00001639678,0.0000651111,0.0002168243,0.000007668139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002562918,"about_ca_system_score_gemma":0.00005511034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001301344,"about_ca_topic_score_gemma":8.131857e-7,"domain_scores_codex":[0.9990107,0.0001261464,0.0003123164,0.0002668338,0.0001021545,0.000181837],"domain_scores_gemma":[0.999422,0.0001700828,0.00007263862,0.0002503726,0.00002667307,0.00005819592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009483809,0.0003852363,0.6402031,0.002409349,0.0003915365,0.0003356204,0.0004108496,0.000002060076,0.02109103,0.02396475,0.01725257,0.2934591],"study_design_scores_gemma":[0.000845005,0.00004906868,0.9881265,0.000753948,0.0003754881,0.003196663,0.00002244062,0.0006685643,0.0001450709,0.00116598,0.004527446,0.0001238171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8544007,0.1303433,0.0001363155,0.01246688,0.0002621595,0.0008697471,0.00003875014,0.0001302817,0.00135187],"genre_scores_gemma":[0.9947415,0.002999925,0.0001521359,0.001915279,0.00008842732,0.00002524503,0.00002638733,0.00001275232,0.00003833185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3479234,"threshold_uncertainty_score":0.2777483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008006336791011063,"score_gpt":0.2713544518397086,"score_spread":0.2633481150486975,"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."}}