{"id":"W4377014060","doi":"10.20944/preprints202305.1290.v1","title":"Is Cutaneous T-Cell Lymphoma Caused by Ultraviolet Radiation? Comparison of UV Mutational Signatures Between Malignant Melanoma and Mycosis Fungoides.","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Bispebjerg Hospital; Sun Pharma; University of Alberta; Mitacs; Canadian Dermatology Foundation","keywords":"Mycosis fungoides; Cutaneous lymphoma; Pyrimidine dimer; Pathogenesis; Cutaneous T-cell lymphoma; Melanoma; Cancer research; Carcinogen; Lymphoma; Pathology; Biology; Medicine; DNA damage; Genetics; DNA","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0005714709,0.0007097621,0.001578887,0.0005606309,0.0001874142,0.00005076742,0.0005529524,0.0008597533,0.0007987944],"category_scores_gemma":[0.0006167099,0.0007296129,0.0003594937,0.0003821521,0.0003812898,0.00006066615,0.0009749903,0.0008865965,0.0004337207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004786998,"about_ca_system_score_gemma":0.0008771715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140352,"about_ca_topic_score_gemma":0.00003354905,"domain_scores_codex":[0.9945129,0.0003097184,0.001331442,0.001655785,0.001500382,0.0006897308],"domain_scores_gemma":[0.9961176,0.0009162785,0.0007048192,0.001193418,0.0006179895,0.0004498849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003353946,0.0007193171,0.9342387,0.001217497,0.0008870848,0.0001703821,0.003169404,0.0002354312,0.0548863,0.0000154555,0.002256188,0.001868872],"study_design_scores_gemma":[0.002804453,0.0002398826,0.6486577,0.0004479223,0.0005129924,0.0001306922,0.0006392205,0.001309898,0.3433551,0.0005795617,0.000652965,0.0006695596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913073,0.002175252,0.00009898272,0.001207198,0.0001723861,0.002206358,0.001723227,0.000195856,0.0009134052],"genre_scores_gemma":[0.9930853,0.00085121,0.0001165284,0.0001931751,0.0001612621,0.0002612761,0.002187743,0.0001614892,0.002981986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2884688,"threshold_uncertainty_score":0.9995155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037662570123538,"score_gpt":0.3847756235677793,"score_spread":0.2810093665554255,"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."}}