{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006695808,0.001029107,0.001640032,0.002377998,0.0003268085,0.001244141,0.0009400822,0.001432966,0.007804445],"category_scores_gemma":[0.00147991,0.0003045703,0.0006452952,0.002128623,0.0005266317,0.001270794,0.000754712,0.002214349,0.002504126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006810634,"about_ca_system_score_gemma":0.001270379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002253695,"about_ca_topic_score_gemma":0.007690388,"domain_scores_codex":[0.9997755,0.00004582091,0.00003192921,0.0000476304,0.00007452507,0.00002468216],"domain_scores_gemma":[0.9994931,0.0002873048,0.00006814117,0.00001163459,0.0001007216,0.0000391369],"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":[0.00007585519,0.0000543673,0.0001323361,0.01990303,0.0001064551,0.00006439226,0.00003081567,0.00014524,0.0004753268,0.001406702,0.04663609,0.9309693],"study_design_scores_gemma":[0.00009572347,0.0001227048,0.0009945892,0.01427258,0.0003897973,0.0008964796,0.00008428271,0.0001006199,0.0002105046,0.001810686,0.9809936,0.00002831924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003875129,0.998875,0.00004008359,0.0002466215,0.000185861,0.000003611581,0.00001672227,0.000005576203,0.0005878388],"genre_scores_gemma":[0.0002862235,0.9985656,0.0001087491,0.0004216257,0.0002003326,0.000005231664,0.00002713413,0.000001435332,0.0003836393],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007804445,"threshold_uncertainty_score":0.0261085,"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."}}