{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003089487,0.000124904,0.0003522461,0.00006478123,0.00006709425,0.00001209187,0.00005767508,0.0001025883,0.0000148146],"category_scores_gemma":[0.0002295446,0.00006817121,0.0000372287,0.0001704728,0.0003959376,0.00003275327,0.00002406872,0.0001533795,0.000007721629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009238112,"about_ca_system_score_gemma":0.0001151398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007168855,"about_ca_topic_score_gemma":0.0001228456,"domain_scores_codex":[0.9990062,0.0002356035,0.0003153601,0.0002136898,0.00008152374,0.0001476563],"domain_scores_gemma":[0.9991396,0.0004684504,0.0001008739,0.0002057807,0.00004355724,0.0000417277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002579686,0.00112966,0.9532132,0.00001887201,0.0001737516,0.00003568432,0.00009057605,5.799184e-7,0.00002552142,0.00007012908,0.00006794032,0.04259443],"study_design_scores_gemma":[0.01240196,0.002845279,0.9829352,0.00006626044,0.0003841602,0.00001219227,0.00002825191,0.0004266483,0.0001267157,0.0003122803,0.0003976813,0.00006334889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964511,0.00005070068,0.00006491054,0.001440255,0.00009251446,0.001190797,0.000003823176,0.00002420657,0.0006816354],"genre_scores_gemma":[0.9972044,0.0001012842,0.001557462,0.000793024,0.00002309498,0.00009552795,0.00005664345,0.000008275269,0.0001602788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04253108,"threshold_uncertainty_score":0.2779941,"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."}}