{"id":"W4415698069","doi":"10.1016/j.cpet.2025.09.007","title":"Seeing More, Treating Smarter","year":2025,"lang":"en","type":"review","venue":"PET Clinics","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia; BC Cancer Agency","funders":"Canadian Institutes of Health Research","keywords":"Personalization; Molecular imaging; Medical imaging; Radiomics; Computed tomography; Personalized medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003501613,0.0002494831,0.001382088,0.0001243501,0.00006126501,0.00002027905,0.0001861178,0.0001819332,0.0001334342],"category_scores_gemma":[0.0007259752,0.0001857073,0.0005258381,0.0003049931,0.00006715313,0.00001527661,0.0001115188,0.0007213075,0.00008648109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005695916,"about_ca_system_score_gemma":0.000418616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006246907,"about_ca_topic_score_gemma":3.75953e-7,"domain_scores_codex":[0.9984159,0.00004401986,0.0007736119,0.0003751976,0.000177721,0.0002134907],"domain_scores_gemma":[0.9981806,0.0006919492,0.0002441707,0.0006814435,0.00006019134,0.0001416849],"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":[7.304818e-7,0.00005584019,0.0000159715,0.01490233,0.0000545645,0.00003725686,0.00000756426,5.783857e-9,3.311e-8,0.0002162553,0.02148576,0.9632237],"study_design_scores_gemma":[0.000115039,0.00002199793,0.000001739211,0.0320135,0.001459299,0.00008482128,0.000004157906,0.0001424483,1.559371e-7,0.00008808754,0.9659317,0.0001370822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001364158,0.9842422,0.001213159,0.0009056534,0.0001345021,0.0007813746,0.00003299861,0.0002920887,0.01239663],"genre_scores_gemma":[7.962325e-7,0.9626245,0.02547166,0.0009396707,0.0003559079,0.0002582649,0.0003182737,0.00003737817,0.009993511],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9630866,"threshold_uncertainty_score":0.7572924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07977780011326525,"score_gpt":0.4823082078334722,"score_spread":0.4025304077202069,"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."}}