{"id":"W4415714017","doi":"10.1016/j.cpet.2025.09.011","title":"From Computation to Care: Realizing a Patient-Centered Future in Clinical Nuclear Oncology and Theranostics","year":2025,"lang":"en","type":"editorial","venue":"PET Clinics","topic":"Radiopharmaceutical Chemistry and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Radiation oncology; Computation; Clinical Oncology; Precision oncology; MEDLINE","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":[0.0103917,0.003822535,0.003345642,0.002865027,0.003204111,0.01090655,0.004028539,0.02370494,0.01317747],"category_scores_gemma":[0.0302248,0.001390245,0.002708982,0.001454332,0.005403063,0.006734622,0.002914769,0.03172579,0.007975463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005083388,"about_ca_system_score_gemma":0.005588449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00252603,"about_ca_topic_score_gemma":0.009299493,"domain_scores_codex":[0.9921961,0.001911049,0.0007572111,0.0007967684,0.003853045,0.0004858346],"domain_scores_gemma":[0.9669654,0.01880615,0.001174461,0.0006448076,0.008372517,0.004036539],"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":[0.00001905334,0.00000845221,0.000009323438,0.0002786294,0.00001767768,0.00004136925,0.00001435114,0.00002798737,0.00003303208,0.001149395,0.9923382,0.006062466],"study_design_scores_gemma":[0.00005439527,0.00002893388,0.00009544427,0.0006840033,0.00005341351,0.000157092,0.00004179732,0.0001895095,0.00007381793,0.003863416,0.9947339,0.0000242997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000175854,0.01822861,0.0002802171,0.04374511,0.9363782,0.00001220307,0.00002469112,0.00004767151,0.001265662],"genre_scores_gemma":[0.000311444,0.01008602,0.0001645289,0.02436336,0.9604196,0.00001599329,0.00001227056,0.00002914718,0.004597656],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02370494,"threshold_uncertainty_score":0.05495721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141536570908021,"score_gpt":0.4323553343162955,"score_spread":0.4009399686072153,"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."}}