{"id":"W4224318531","doi":"10.3390/curroncol29050246","title":"Cutaneous Involvement in Diseases with Plasma Cell Differentiation: Diagnostic Approach","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Plasma cell; Computational biology; Bioinformatics; Pathology; Immunology; Biology; Multiple myeloma","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001253284,0.0001705529,0.00037647,0.0002174162,0.0001182179,0.00001120594,0.0001924601,0.00004683855,0.0006103229],"category_scores_gemma":[0.0001329433,0.0001423005,0.00005910067,0.0003738129,0.0001220667,0.00003047842,0.0003176685,0.0004965333,0.00002961617],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02022849,"about_ca_system_score_gemma":0.005334259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006759681,"about_ca_topic_score_gemma":0.00005558408,"domain_scores_codex":[0.9980584,0.0002135008,0.0002883007,0.0003773884,0.0006055735,0.000456843],"domain_scores_gemma":[0.9987013,0.000610163,0.00009039372,0.0003353785,0.00005310753,0.000209705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008803946,0.05536278,0.7526924,0.004985036,0.0004059855,0.009752133,0.01615152,0.01234816,0.0005781882,0.001544276,0.04074607,0.09662952],"study_design_scores_gemma":[0.2046773,0.02454608,0.04119892,0.0004220486,0.001289382,0.008012326,0.02085605,0.2773049,0.001141985,0.0005136888,0.4182009,0.001836405],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936051,0.001831327,0.0001099102,0.0002885128,0.0004543094,0.001129588,0.00003323135,0.00005296346,0.002494995],"genre_scores_gemma":[0.9976749,0.0002137521,0.0001008893,0.00009307084,0.0001570662,0.001001274,0.0003746015,0.00002722775,0.0003572634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7114935,"threshold_uncertainty_score":0.9835327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05682965910018145,"score_gpt":0.3409303066406721,"score_spread":0.2841006475404907,"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."}}