{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002156897,0.0009460697,0.001269672,0.001636154,0.0003760567,0.002217761,0.001871893,0.001901379,0.003918583],"category_scores_gemma":[0.003383201,0.0004483739,0.0008550525,0.00235609,0.002390473,0.003711302,0.00186147,0.004951337,0.002275755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001575319,"about_ca_system_score_gemma":0.002541737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161873,"about_ca_topic_score_gemma":0.001474215,"domain_scores_codex":[0.9994685,0.0002134087,0.00003397939,0.00006631317,0.0001770187,0.00004080344],"domain_scores_gemma":[0.9974312,0.001765636,0.00009947237,0.00011844,0.0004637468,0.0001214359],"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":[0.00007729633,0.0001108438,0.0002319491,0.008519041,0.000137346,0.000116796,0.0002298455,0.006294104,0.001052141,0.2093658,0.06009332,0.7137715],"study_design_scores_gemma":[0.00002759517,0.00007830074,0.0003140343,0.004008639,0.00005850818,0.0003543809,0.0001098012,0.003160688,0.0007515098,0.1057691,0.8853275,0.0000399145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003733415,0.9839189,0.005777385,0.005050137,0.0007768002,0.000009272332,0.00002374165,0.00005468337,0.004015763],"genre_scores_gemma":[0.003549158,0.9891524,0.003681399,0.001250791,0.001014749,0.00002476215,0.00004618905,0.00002571965,0.001254774],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003918583,"threshold_uncertainty_score":0.01310897,"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."}}