{"id":"W4380682086","doi":"10.3390/cells12121616","title":"Is Cutaneous T-Cell Lymphoma Caused by Ultraviolet Radiation? A Comparison of UV Mutational Signatures in Malignant Melanoma and Mycosis Fungoides","year":2023,"lang":"en","type":"article","venue":"Cells","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University Hospital Foundation; Bispebjerg Hospital; University of Alberta; Kræftens Bekæmpelse; Mitacs; Canadian Dermatology Foundation","keywords":"Mycosis fungoides; Melanoma; Lymphoma; Cutaneous lymphoma; Dermatology; Cutaneous T-cell lymphoma; Medicine; Ultraviolet radiation; Radiation therapy; Skin cancer; Cancer research; Pathology; Cancer; Chemistry; Internal medicine; Radiochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.000153449,0.0001933817,0.0004451119,0.0003471618,0.00006480727,0.00002647637,0.0001027913,0.0001508176,0.0002752077],"category_scores_gemma":[0.00008464308,0.0001822566,0.00007099946,0.0005508708,0.0001377493,0.00003907978,0.00003894966,0.0001216784,0.00006989155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00011538,"about_ca_system_score_gemma":0.0001972996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002266328,"about_ca_topic_score_gemma":0.00004321185,"domain_scores_codex":[0.9982462,0.00009195026,0.0004209187,0.0003744937,0.0005133876,0.0003530628],"domain_scores_gemma":[0.9989397,0.0004770049,0.0001093804,0.0002012016,0.0001286168,0.0001441111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004085399,0.0009162098,0.219025,0.0003773869,0.0001043548,0.0004757549,0.005655367,0.0003484075,0.7249444,0.00002747909,0.04139921,0.006317928],"study_design_scores_gemma":[0.005062978,0.0006733807,0.04211901,0.0001399388,0.00006870969,0.0001363223,0.002836472,0.01650873,0.9303772,0.0001417428,0.001609488,0.0003259598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954949,0.002341164,0.00001449558,0.0004866508,0.00004601757,0.0006152843,0.0002013361,0.00004111597,0.0007590264],"genre_scores_gemma":[0.9966368,0.0004809087,0.00006513832,0.0002482162,0.00002453467,0.00003941667,0.0002095773,0.00003399726,0.002261426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2054329,"threshold_uncertainty_score":0.7432206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738271905792021,"score_gpt":0.3064318833007254,"score_spread":0.2890491642428052,"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."}}