{"id":"W2145140579","doi":"10.1016/s1470-2045(06)70904-4","title":"Image-guided radiotherapy: rationale, benefits, and limitations","year":2006,"lang":"en","type":"review","venue":"The Lancet Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":335,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"University of Texas MD Anderson Cancer Center","keywords":"Radiation therapy; Medical physics; Computer science; Medicine; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000294981,0.0003194788,0.001363442,0.00007808761,0.0001764309,0.0000433959,0.0003605233,0.0001494109,0.000130186],"category_scores_gemma":[0.00001198232,0.0002132674,0.0001927543,0.0001704266,0.0002056895,0.00007960569,0.00004569399,0.0004186435,0.000008354413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302707,"about_ca_system_score_gemma":0.0002131998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003260356,"about_ca_topic_score_gemma":0.00001065371,"domain_scores_codex":[0.9985876,0.0003102222,0.0004112129,0.0003047718,0.00009131587,0.0002948523],"domain_scores_gemma":[0.9980843,0.0009972641,0.0003865543,0.0004405917,0.00005349963,0.00003780083],"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":[0.000003228799,0.00003761354,0.00001243338,0.0003306053,0.0001673333,0.000001035276,0.00004187981,0.000005522682,0.000002378022,0.03666987,0.02584524,0.9368829],"study_design_scores_gemma":[0.0003274574,0.00005283749,0.000009700616,0.0002637696,0.0001694246,0.00002128142,0.000005429148,0.00002694198,0.000001030513,0.002165547,0.996734,0.0002226328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001387719,0.9669206,0.01853601,0.0008052942,0.000118875,0.0009160511,0.0001390193,0.0001050692,0.01245772],"genre_scores_gemma":[5.636481e-7,0.9325592,0.06359749,0.0002492643,0.002173955,0.0005209788,0.0002603564,0.00006164869,0.0005765578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9708887,"threshold_uncertainty_score":0.8696792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025054146493063,"score_gpt":0.3927746559058642,"score_spread":0.290269241256558,"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."}}