{"id":"W7117146489","doi":"10.1093/oncolo/oyaf385","title":"Clinical and radiomics parameter prognostication in metastatic uveal melanoma patients treated with hepatic arterial infusion chemotherapy","year":2025,"lang":"en","type":"article","venue":"The Oncologist","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Deutschen Konsortium für Translationale Krebsforschung","keywords":"Radiomics; Melanoma; Chemotherapy; Risk stratification; Multivariate analysis; Metastatic melanoma; Overall survival; Retrospective cohort study","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":[0.0007448707,0.0002240798,0.000308466,0.0004109006,0.0001565768,0.0005549254,0.0001922933,0.0002228337,0.0009096776],"category_scores_gemma":[0.002567579,0.0001006215,0.0003593925,0.0004665464,0.0001523105,0.0002381633,0.0002526305,0.0003907422,0.0001535996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004245462,"about_ca_system_score_gemma":0.0002924443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643963,"about_ca_topic_score_gemma":0.001749238,"domain_scores_codex":[0.9997279,0.00009609228,0.00002959694,0.00006399489,0.00004416294,0.0000382041],"domain_scores_gemma":[0.9988762,0.0003307458,0.0005002242,0.00008242649,0.0000818366,0.0001285943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005075044,0.00002918162,0.9945174,0.000007590905,0.00006406375,0.00003798922,0.00001184546,0.0007028134,0.000420743,0.00001264717,0.00008018041,0.003608038],"study_design_scores_gemma":[0.00002184184,0.0003259392,0.9894649,0.000008556136,0.0001047547,0.0003112392,0.00004686795,0.008772205,0.0005216866,0.00009067334,0.0003244875,0.000006876012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989317,0.0003232287,0.0002854307,0.00005142123,0.000004546664,0.000004490973,0.0001810205,0.000007101988,0.000211034],"genre_scores_gemma":[0.9996624,0.00003291048,0.00008862582,0.000006584112,0.000003432813,0.000002420559,0.0001622842,0.000001044385,0.00004043617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001643963,"threshold_uncertainty_score":0.003939271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176229132200619,"score_gpt":0.3339066299120575,"score_spread":0.3121443385900513,"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."}}