{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004775194,0.0006653414,0.001734473,0.0002174634,0.001097114,0.00003139901,0.001057044,0.0001452525,0.00027334],"category_scores_gemma":[0.001783144,0.0003120871,0.0004002276,0.0004979901,0.001080228,0.00009169959,0.0006138242,0.002173835,0.000006223334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004235329,"about_ca_system_score_gemma":0.0004161123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002249722,"about_ca_topic_score_gemma":0.0001758676,"domain_scores_codex":[0.9918867,0.001456054,0.00245288,0.0007599431,0.002602405,0.0008420607],"domain_scores_gemma":[0.9896222,0.005224824,0.002482268,0.001249198,0.0008937008,0.0005278014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01888262,0.009311493,0.9433275,0.0001627688,0.0006997507,0.002083116,0.002439822,0.00002986997,0.00002514867,6.629384e-7,0.01975029,0.003286925],"study_design_scores_gemma":[0.03936692,0.04810885,0.8879142,0.000326113,0.003733152,0.005545276,0.01197296,0.0002067074,0.0005504313,0.00006564434,0.001805219,0.0004045652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986944,0.002031642,0.0002649211,0.001767221,0.001826233,0.006481153,0.0002180648,0.00004324475,0.0004235724],"genre_scores_gemma":[0.995483,0.0006181306,0.001456869,0.00078572,0.001004583,0.0001984949,0.00003452208,0.0001131692,0.0003054441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05541337,"threshold_uncertainty_score":0.9999331,"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."}}