{"id":"W4309315772","doi":"10.25251/skin.6.6.5","title":"A Prospective, Multi-Center Clinical Utility Study Demonstrates That the 40-Gene Expression Profile (40-GEP) Test Impacts Clinical Management for Medicare-Eligible Patients with High-Risk Cutaneous Squamous Cell Carcinoma (cSCC)","year":2022,"lang":"en","type":"article","venue":"SKIN The Journal of Cutaneous Medicine","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Medicine; Internal medicine; Oncology; Risk assessment; Prospective cohort study; Population; Incidence (geometry); Personalized medicine; Intensive care medicine; Bioinformatics; Environmental health","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":[0.002495565,0.0002049807,0.0001823151,0.0005608834,0.0004337651,0.0007942701,0.0002370325,0.0003028983,0.001271859],"category_scores_gemma":[0.00713016,0.0001795234,0.0003039785,0.000657185,0.0004511038,0.0006142234,0.0007671071,0.0005054799,0.0002410277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004811795,"about_ca_system_score_gemma":0.0005301905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003270969,"about_ca_topic_score_gemma":0.003881225,"domain_scores_codex":[0.9986419,0.0006039047,0.0001107808,0.0002450718,0.0002380113,0.0001603303],"domain_scores_gemma":[0.9942668,0.001764016,0.002272122,0.0004377603,0.0004155194,0.0008437607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003716694,0.0001449226,0.9966326,0.000003577809,0.00003693517,0.00004274901,0.00007617311,0.000042189,0.0001732701,0.00001550113,0.0001099584,0.002350296],"study_design_scores_gemma":[0.00003384138,0.0006484175,0.9983476,0.00000262277,0.00002769,0.0001571321,0.0001363672,0.000289381,0.0001447871,0.00001925313,0.0001890852,0.000003699779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994659,0.00005069733,0.00007214386,0.00003657733,0.000001553995,0.00001043415,0.0001233351,0.000002353542,0.0002369412],"genre_scores_gemma":[0.9996164,0.00002673185,0.00008902734,0.0000520312,0.000005259177,0.000007802392,0.000125778,0.000001092213,0.00007575536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003270969,"threshold_uncertainty_score":0.01319802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02762869602684959,"score_gpt":0.3193341928845215,"score_spread":0.2917054968576719,"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."}}