{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01879046,0.0005845538,0.0005718695,0.001288406,0.001671426,0.00985878,0.002777623,0.003649408,0.003850909],"category_scores_gemma":[0.03783144,0.0005561925,0.000849531,0.001447498,0.01047434,0.00786848,0.008184654,0.004759187,0.0007650816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003876175,"about_ca_system_score_gemma":0.007378206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650694,"about_ca_topic_score_gemma":0.00197235,"domain_scores_codex":[0.9864454,0.008425014,0.000506414,0.0009194386,0.003265068,0.0004387032],"domain_scores_gemma":[0.9777703,0.01391194,0.001816481,0.00294462,0.00278167,0.0007750241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002537512,0.00003187002,0.001253893,0.0001408815,0.0000253598,0.00009268343,0.0004915027,0.02377972,0.0004508663,0.935855,0.007345808,0.03050701],"study_design_scores_gemma":[0.00003041314,0.0000389506,0.0007654108,0.0003482517,0.00003061925,0.0002362876,0.0007261191,0.1027155,0.002208107,0.7952338,0.09761476,0.00005179063],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03795839,0.00525706,0.7334985,0.1453029,0.001303667,0.0002941417,0.0003166838,0.0004555909,0.07561307],"genre_scores_gemma":[0.5683895,0.007693712,0.3972875,0.01171747,0.001227096,0.0009133351,0.0005271816,0.0004317446,0.01181253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9983286,"threshold_uncertainty_score":0.09937459,"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."}}