{"id":"W4409118724","doi":"10.1097/cmr.0000000000001036","title":"Immunotherapy for treatment of female genital tract melanoma: National Cancer Database analysis","year":2025,"lang":"en","type":"article","venue":"Melanoma Research","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"National Center for Advancing Translational Sciences; National Cancer Institute","keywords":"Medicine; Immunotherapy; Hazard ratio; Melanoma; Internal medicine; Oncology; Proportional hazards model; Cancer; Confidence interval; Vulvar cancer; Cohort; Cancer research","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001044917,0.0002037454,0.0005446781,0.001140265,0.0004237113,0.00002859089,0.0003816004,0.000210886,0.001536897],"category_scores_gemma":[0.0001271152,0.000166304,0.0004043144,0.001132994,0.0003601598,0.0001049925,0.00004843097,0.0001495928,0.00005769201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002912972,"about_ca_system_score_gemma":0.0006576853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285764,"about_ca_topic_score_gemma":0.0001179766,"domain_scores_codex":[0.9978976,0.0005764753,0.000448244,0.000391706,0.000146096,0.0005399405],"domain_scores_gemma":[0.997487,0.001381174,0.00009674183,0.0004773601,0.000541229,0.00001649978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006900071,0.001904665,0.02465044,0.00005733087,0.008543822,0.000005595631,0.0009937492,0.00002393003,0.9069138,0.002490049,0.001979381,0.04553721],"study_design_scores_gemma":[0.006831638,0.001581796,0.07643852,0.00003939239,0.0002947845,0.000009533544,0.0005917195,0.00006023295,0.6699659,0.0002131083,0.2437179,0.000255441],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347383,0.06014386,0.00061757,0.0004761603,0.0003834034,0.0008589362,0.0009216619,0.00002960728,0.00183051],"genre_scores_gemma":[0.9623827,0.002126785,0.0001621943,0.00003510438,0.00003915577,0.0006359041,0.0005555412,0.00001939273,0.03404316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2417386,"threshold_uncertainty_score":0.9993758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07540066231091744,"score_gpt":0.4105689574347664,"score_spread":0.3351682951238489,"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."}}