{"id":"W4408990591","doi":"10.1007/978-3-031-48053-9_19","title":"Pathology and Radiological Anatomy for Radiotherapy of Skin Tumours","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University of British Columbia","funders":"","keywords":"Radiological weapon; Medicine; Radiation therapy; Pathology; Anatomy; Radiology","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":[0.0001218806,0.0002545322,0.001044816,0.0001589618,0.00002955388,0.000002520339,0.00007053206,0.0003433928,0.0002887319],"category_scores_gemma":[0.00003600841,0.0001878675,0.000179239,0.00001684047,0.0003538467,0.000008752507,0.00004946984,0.0001809212,0.000001065917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000693267,"about_ca_system_score_gemma":0.00009389776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005114342,"about_ca_topic_score_gemma":0.000007470666,"domain_scores_codex":[0.999038,0.00001010554,0.0003083866,0.0003780324,0.0000968154,0.0001686116],"domain_scores_gemma":[0.9992065,0.0002861932,0.0001253211,0.0002443341,0.00008494843,0.00005266165],"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":[0.001743609,0.00008777006,0.01036651,0.001555757,0.001875449,0.0005150143,0.000322374,3.102993e-7,0.0002268109,0.7192224,0.1494482,0.1146358],"study_design_scores_gemma":[0.005903251,0.002588332,0.01428639,0.0005739229,0.0006771033,0.0007277362,0.00005653105,0.00002061583,0.000518191,0.02155841,0.9525588,0.0005307636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001563619,0.04721285,0.00286906,0.003070588,0.0004048393,0.001779516,0.0001459256,0.00005997167,0.9428936],"genre_scores_gemma":[0.01184267,0.01573541,0.02409964,0.001961873,0.0005746047,0.0001109755,0.00006382696,0.00006985373,0.9455411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8031105,"threshold_uncertainty_score":0.7661016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726075998123575,"score_gpt":0.3015000456033493,"score_spread":0.2842392856221135,"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."}}