{"id":"W4404319461","doi":"10.1089/derm.2024.0416","title":"Increasing Use of Dupilumab and Decreasing Use of Patch Testing in Medicare Patients from 2017 to 2022: A Claims Database Study","year":2024,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Dupilumab; Patch testing; Database; Dermatology; Contact dermatitis; Immunology; Atopic dermatitis; Allergy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008365968,0.0002051146,0.0004127928,0.000870876,0.0008464362,0.001286124,0.0006335308,0.001691735,0.002562558],"category_scores_gemma":[0.006670539,0.0003103784,0.0008592096,0.002326227,0.0002560111,0.0009325258,0.0005962882,0.001857758,0.000456451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001692259,"about_ca_system_score_gemma":0.001826733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04031214,"about_ca_topic_score_gemma":0.07349232,"domain_scores_codex":[0.9988829,0.0002447983,0.0002118248,0.0002033052,0.0002535578,0.0002035837],"domain_scores_gemma":[0.9921475,0.001980791,0.003574291,0.0003410167,0.0009536107,0.001002707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003094537,0.0001448228,0.9877805,0.00002695241,0.0001539505,0.0002840807,0.00007183081,0.00003805803,0.00006852563,0.00006393171,0.008190094,0.002867979],"study_design_scores_gemma":[0.00009966068,0.0001022145,0.9947345,0.00005997302,0.000225644,0.0007348311,0.0004129743,0.0005353944,0.00008066759,0.0001106934,0.002884402,0.00001901067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617372,0.001446324,0.0001245563,0.01552701,0.0003437002,0.00003179934,0.01669554,0.00002512518,0.00406878],"genre_scores_gemma":[0.9823368,0.0006644477,0.0002124842,0.009608184,0.0006520813,0.00005212584,0.004842891,0.000009910022,0.001621224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04031214,"threshold_uncertainty_score":0.08015501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05004920005793735,"score_gpt":0.290917989891518,"score_spread":0.2408687898335807,"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."}}