{"id":"W3045388471","doi":"10.1038/s41598-020-69330-2","title":"A novel predictive model incorporating immune-related gene signatures for overall survival in melanoma patients","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"National Natural Science Foundation of China","keywords":"Nomogram; Melanoma; Concordance; Oncology; Medicine; Internal medicine; Gene signature; Stage (stratigraphy); Survival analysis; Gene; Biology; Cancer research; Gene expression; Genetics","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":[0.001551407,0.0008395163,0.001209016,0.001495942,0.0003561946,0.001158754,0.0009118011,0.0007002949,0.001511516],"category_scores_gemma":[0.002458666,0.0002223532,0.0009391655,0.0006676745,0.0002748496,0.0004465411,0.0005990709,0.0008891188,0.0003384902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006409642,"about_ca_system_score_gemma":0.001161773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007023731,"about_ca_topic_score_gemma":0.00452878,"domain_scores_codex":[0.9996551,0.0001060852,0.00002879028,0.00009676448,0.00004614308,0.00006704891],"domain_scores_gemma":[0.9992305,0.0004466093,0.00008518624,0.00002861082,0.0001401529,0.00006886885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001033784,0.0003489358,0.1591633,0.0001442503,0.0004620132,0.0007947447,0.0001303869,0.6913593,0.001401634,0.001198872,0.006510336,0.1374524],"study_design_scores_gemma":[0.00002737638,0.00007629909,0.005528643,0.00001651505,0.00007204754,0.00007958403,0.0000233588,0.9928132,0.000153884,0.0007768081,0.0004196222,0.00001262533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7036613,0.003226925,0.2828784,0.0024201,0.0003522572,0.0003148029,0.003103183,0.00107571,0.002967239],"genre_scores_gemma":[0.9840184,0.0004048272,0.01256497,0.000161242,0.0001056084,0.000207349,0.001486938,0.00002636149,0.001024431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007023731,"threshold_uncertainty_score":0.01396567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125429943313438,"score_gpt":0.2526197214939722,"score_spread":0.2313654220608378,"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."}}