{"id":"W4394009934","doi":"10.1080/10428194.2024.2336046","title":"Gammopathic dermopathy: characterization of cutaneous MGUS","year":2024,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Skin Diseases and Diabetes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Monoclonal gammopathy of undetermined significance; Dermatology; Macroglobulinemia; Gammopathy; Monoclonal gammopathy; Monoclonal; Pathology; Multiple myeloma; Immunology; Monoclonal antibody; Antibody","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002379361,0.0003262765,0.0002604289,0.0009524844,0.0002987951,0.0003135928,0.0001321483,0.0002473791,0.001803972],"category_scores_gemma":[0.0007534508,0.0001097392,0.0001645949,0.0003618438,0.0002627198,0.0002800347,0.0003271736,0.0002592012,0.000290385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001087693,"about_ca_system_score_gemma":0.0001094925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004182409,"about_ca_topic_score_gemma":0.0004915918,"domain_scores_codex":[0.9998221,0.00003878703,0.00002555984,0.0000354651,0.0000301979,0.00004798095],"domain_scores_gemma":[0.9997616,0.00005712964,0.00005509498,0.00002120001,0.00003178737,0.00007320593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004755512,0.0001810267,0.8173666,0.0001572705,0.00004105425,0.0869816,0.0004709685,0.0002347249,0.06431209,0.0002912065,0.0003606262,0.02912724],"study_design_scores_gemma":[0.00004970212,0.0006514174,0.540901,0.00004572922,0.00006396204,0.4448651,0.0004867999,0.0009467498,0.009404201,0.000206942,0.002365227,0.00001302714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944674,0.0009746732,0.0005795497,0.00005577263,0.000009306899,0.00004791857,0.00005980222,0.0000156627,0.00378986],"genre_scores_gemma":[0.9992311,0.0001690954,0.0003136057,0.00003315439,0.00001324786,0.000006165763,0.00004192715,0.000001638978,0.0001900742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001803972,"threshold_uncertainty_score":0.006034851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006898439544060198,"score_gpt":0.2285811013089907,"score_spread":0.2216826617649305,"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."}}