{"id":"W4407489120","doi":"10.2967/jnumed.124.267927","title":"Computational Nuclear Oncology Toward Precision Radiopharmaceutical Therapies: Current Tools, Techniques, and Uncharted Territories","year":2025,"lang":"en","type":"review","venue":"Journal of Nuclear Medicine","topic":"Radiopharmaceutical Chemistry and Applications","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute","keywords":"Precision oncology; Medical physics; Current (fluid); Medicine; Oncology; Internal medicine; Engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006692948,0.0004063257,0.002300224,0.0003066989,0.0001156532,0.0000307077,0.0003017942,0.0004033206,0.0004267116],"category_scores_gemma":[0.0004220835,0.0002710838,0.0003607809,0.0003822194,0.0004980113,0.0001032258,0.00009762013,0.001855455,0.00001000399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003679335,"about_ca_system_score_gemma":0.0005398773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000123395,"about_ca_topic_score_gemma":2.536299e-8,"domain_scores_codex":[0.9972454,0.0001802742,0.001416392,0.0003263839,0.0005818988,0.0002497027],"domain_scores_gemma":[0.9973872,0.000883522,0.0006879661,0.0002352332,0.0003284726,0.0004776629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002226081,0.000269665,7.793317e-7,0.01052708,0.0003423919,0.0001669742,0.0002316656,2.185974e-7,0.00003530809,0.0005087189,0.02426155,0.963433],"study_design_scores_gemma":[0.001263367,0.0007378848,0.000004218492,0.02521143,0.002549963,0.003648096,0.000109168,0.00004432536,0.000004038627,0.0001838516,0.9660621,0.0001815042],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002825656,0.9881585,0.00006045688,0.009145492,0.0005113871,0.0006461104,0.00003513297,0.00006080504,0.001353895],"genre_scores_gemma":[0.0001524784,0.9942261,0.002242178,0.0005708332,0.002617059,0.00001102968,0.0000576734,0.00005320986,0.00006941178],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9632515,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236872619518141,"score_gpt":0.4653492331924863,"score_spread":0.3416619712406722,"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."}}