{"id":"W4384788618","doi":"10.1007/978-3-031-29277-4_19","title":"Cutaneous Malignancies of Mesenchymal Origin: Sarcomas","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Vascular Tumors and Angiosarcomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Dermatofibrosarcoma protuberans; Atypical fibroxanthoma; Sarcoma; Angiosarcoma; Leiomyosarcoma; Medicine; Pathology; Dermis; Liposarcoma; Undifferentiated Pleomorphic Sarcoma; Mesenchymal stem cell; Dermatofibrosarcoma; Biopsy; Dermatology; Soft tissue sarcoma; 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":["insufficient_payload"],"category_scores_codex":[0.0001023056,0.0003671244,0.0009006875,0.0002569414,0.00003798221,0.000009679621,0.0001479023,0.0003046203,0.002175819],"category_scores_gemma":[0.00003246658,0.0002861034,0.0007119436,0.00005690833,0.0001570803,0.00002111117,0.000110067,0.0003072551,0.0008808902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004192725,"about_ca_system_score_gemma":0.0001921944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004990873,"about_ca_topic_score_gemma":0.000022636,"domain_scores_codex":[0.9983045,0.000006910222,0.0004709214,0.0003164926,0.0006042951,0.0002968332],"domain_scores_gemma":[0.9988515,0.00006030004,0.0001591859,0.0006038064,0.0001649458,0.0001602691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009911492,0.0000808328,0.0007219102,0.001146933,0.001017388,0.007212105,0.0001700832,0.000001934868,0.001951718,0.9412891,0.04088858,0.005420248],"study_design_scores_gemma":[0.001058767,0.000758863,0.0002701558,0.001932989,0.0009218967,0.004524747,0.0001006513,0.00003250097,0.001809292,0.02162045,0.9662058,0.0007638318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00103653,0.001372712,0.00003310221,0.0005791144,0.0003391765,0.0004107868,0.00005252643,0.0002559152,0.9959201],"genre_scores_gemma":[0.01190471,0.0006029913,0.0004696225,0.000192048,0.00035609,0.000004572788,0.0001089788,0.000137051,0.9862239],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9253173,"threshold_uncertainty_score":0.9999591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449533517367529,"score_gpt":0.2589132196716002,"score_spread":0.224417884497925,"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."}}