{"id":"W3159846594","doi":"10.1177/12034754211016290","title":"The Accuracy and Completeness of Mohs Surgery Referrals of Nonmelanoma Skin Cancers","year":2021,"lang":"en","type":"letter","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Victoria Park; Quebec - Clinical Research Organization in Cancer","funders":"","keywords":"Medicine; Mohs surgery; Skin cancer; Dermatology; Completeness (order theory); Dermatoscopy; Surgery; Melanoma; Cancer; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001381087,0.0004624123,0.003872815,0.0005663146,0.0001295187,0.00001735833,0.0001692329,0.000390688,0.00009828079],"category_scores_gemma":[0.002653038,0.0002772165,0.0005161858,0.0003307563,0.001125889,0.0000728597,0.00009661019,0.001351652,3.265833e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493418,"about_ca_system_score_gemma":0.001096523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003412584,"about_ca_topic_score_gemma":0.00004543634,"domain_scores_codex":[0.9952736,0.0002967667,0.002430819,0.0003157812,0.001220877,0.0004620943],"domain_scores_gemma":[0.9772543,0.01817806,0.002998492,0.0004821016,0.0009105345,0.0001765578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006428591,0.00002833081,0.03399026,0.002261386,0.001541334,0.01266025,0.0005081224,0.000001183897,0.0002812238,0.000003114907,0.9340648,0.01401715],"study_design_scores_gemma":[0.0009939304,0.0006772726,0.01629485,0.01207179,0.001722957,0.05185248,0.001557351,0.000007280252,0.0007357646,0.0001271973,0.9135175,0.0004416116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4270888,0.1271611,0.0000135726,0.4417018,0.002811827,0.0003328783,0.0000552722,0.000008214063,0.0008264699],"genre_scores_gemma":[0.594131,0.258312,0.0001677272,0.1334035,0.01220586,0.00001613691,0.00008819528,0.0001861369,0.001489416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3082983,"threshold_uncertainty_score":0.999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0661774253790149,"score_gpt":0.3012239345347347,"score_spread":0.2350465091557198,"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."}}