{"id":"W4406752506","doi":"10.2967/jnumed.124.268186","title":"Computational Nuclear Oncology Toward Precision Radiopharmaceutical Therapies: Ethical, Regulatory, and Socioeconomic Dimensions of Theranostic Digital Twins","year":2025,"lang":"en","type":"article","venue":"Journal of Nuclear Medicine","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute","keywords":"Socioeconomic status; Precision oncology; Medical physics; Medicine; Oncology; Internal medicine; Environmental health; Cancer","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":[0.0005917111,0.0001202033,0.0005771938,0.0001982361,0.00007462524,0.00001125291,0.0001369642,0.0001995503,0.0004887502],"category_scores_gemma":[0.0004426271,0.00007588238,0.0001084113,0.0001099079,0.000851142,0.00006230824,0.00006355157,0.0007941127,0.000008721395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025768,"about_ca_system_score_gemma":0.0001839661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003215642,"about_ca_topic_score_gemma":4.502881e-8,"domain_scores_codex":[0.9986306,0.00006405937,0.0007194568,0.0001476386,0.0003057444,0.0001324968],"domain_scores_gemma":[0.9984272,0.0006746298,0.0002834171,0.0001489712,0.0002367601,0.0002290155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002651985,0.001711074,0.001885758,0.0005649676,0.001357961,0.000161006,0.008000228,0.00004758339,0.1061348,0.05065641,0.6882646,0.1385636],"study_design_scores_gemma":[0.01003725,0.004036385,0.01608465,0.002457164,0.0009121349,0.001163804,0.002030696,0.01527247,0.0001967233,0.0207896,0.9267808,0.0002383765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6947965,0.0009777436,0.001574034,0.3003974,0.0002077041,0.0003000174,0.000005764743,0.00004373962,0.001697143],"genre_scores_gemma":[0.9814424,0.0009379974,0.008048124,0.009322769,0.0001657667,0.000001025141,0.000002919498,0.00002006777,0.00005894452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2910746,"threshold_uncertainty_score":0.5351472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217298773306259,"score_gpt":0.3761549636671905,"score_spread":0.3439819759341279,"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."}}