{"id":"W4318914418","doi":"10.1007/s13555-023-00895-2","title":"Healthcare Provider Experience in Diagnosing and Treating Cutaneous T-Cell Lymphoma","year":2023,"lang":"en","type":"article","venue":"Dermatology and Therapy","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bausch Health; Ortho Dermatologics","keywords":"Health care; Medicine; Lymphoma; Dermatology; Internal medicine; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005909591,0.000129356,0.0002754453,0.0001870548,0.0001500639,0.00002105574,0.0000398027,0.000113549,0.00001608017],"category_scores_gemma":[0.0000658814,0.0001114268,0.00002076881,0.0002702966,0.0001940986,0.00004926625,0.00003311842,0.00009850163,0.0000106013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000277344,"about_ca_system_score_gemma":0.00008576389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002163423,"about_ca_topic_score_gemma":0.0000889551,"domain_scores_codex":[0.998957,0.0001071111,0.0001820767,0.0002949727,0.0001123009,0.0003464964],"domain_scores_gemma":[0.9994155,0.0002882742,0.00003026556,0.00012706,0.00003673987,0.0001022322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003448306,0.0001276473,0.8951962,0.0001453907,0.00001528677,0.004450789,0.01105331,7.621775e-7,0.002444656,0.0001247251,0.00009383958,0.08600257],"study_design_scores_gemma":[0.05278559,0.002826908,0.4397609,0.001020023,0.00004452601,0.2917248,0.05408508,0.02816481,0.0996599,0.006504659,0.02139376,0.002029062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870718,0.006720706,0.000004076375,0.005306544,0.00002901092,0.0004349109,0.000002128976,0.00006944156,0.0003614161],"genre_scores_gemma":[0.9901361,0.008287542,0.00004989085,0.001242846,0.00001487544,0.000097936,0.00001079723,0.00001869026,0.0001413622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4554353,"threshold_uncertainty_score":0.4543851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03784303164706194,"score_gpt":0.3486308470208937,"score_spread":0.3107878153738318,"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."}}