{"id":"W4415141911","doi":"10.1016/j.jaad.2025.10.039","title":"Defining Mohs micrographic surgery workforce: A cross-sectional analysis of Centers for Medicare and Medicaid Services Current Procedural Terminology Code 17311 billing from 2015 to 2020","year":2025,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"SKiN Health","funders":"","keywords":"Current Procedural Terminology; Terminology; Medicaid; Mohs surgery; Population; Reimbursement","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002854631,0.0001820988,0.001543848,0.0008837999,0.00009089528,0.000007457867,0.000337703,0.0001105448,0.000006626611],"category_scores_gemma":[0.0003211158,0.0001271183,0.0004960956,0.001226686,0.001017779,0.00005551471,0.0001758696,0.0004294845,1.917513e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006077778,"about_ca_system_score_gemma":0.0002276035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005566475,"about_ca_topic_score_gemma":0.000033792,"domain_scores_codex":[0.9978221,0.0001180451,0.001193614,0.0002471281,0.0003272128,0.0002918794],"domain_scores_gemma":[0.9965852,0.00116285,0.001786495,0.0001279889,0.0002039244,0.0001335164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000836652,0.00006147496,0.9892632,0.0002637809,0.003069611,0.000007197254,0.0003898446,0.00003561095,0.0006178092,0.00002482154,0.002094344,0.003335616],"study_design_scores_gemma":[0.0008737092,0.00009685584,0.9899082,0.00063528,0.001871584,0.0004330089,0.000592133,0.0002381927,0.001437591,0.0001592335,0.003658262,0.00009593554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604679,0.01284879,0.0002443664,0.02578081,0.0003545376,0.0001811022,0.0001113848,0.000005966671,0.00000517071],"genre_scores_gemma":[0.9941128,0.002156298,0.001312723,0.002298501,0.00008037615,0.00001495566,0.00000904846,0.00001149771,0.000003808089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03364492,"threshold_uncertainty_score":0.5183734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167437687948478,"score_gpt":0.3707989461209992,"score_spread":0.3491245692415144,"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."}}