{"id":"W3093997012","doi":"10.1016/j.ijrobp.2020.07.2370","title":"Evaluation of Radiation Dose Effect on Lung Function Using Iodine Maps Derived from Serial Dual-Energy Computed Tomograms","year":2020,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Centre Integre de Sante et de Services Sociaux de Laval; Université de Montréal","funders":"","keywords":"Medicine; Nuclear medicine; Radiation therapy; Lung cancer; Iodine; Radiology; Lung; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006742223,0.0002457404,0.0004746149,0.0001549951,0.00006611607,0.00003265043,0.000229963,0.0002083674,0.00005122781],"category_scores_gemma":[0.0002837767,0.0002481823,0.00019145,0.0002453162,0.00006531723,0.0004840391,0.00003520472,0.0003525101,0.000007115053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007607971,"about_ca_system_score_gemma":0.0001831209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000207478,"about_ca_topic_score_gemma":0.000002693677,"domain_scores_codex":[0.9977925,0.0004771138,0.0007838578,0.0002199434,0.0005344786,0.0001920993],"domain_scores_gemma":[0.997853,0.0003938296,0.0008280098,0.0001109195,0.0007051665,0.000109118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005756355,0.00008919772,0.004132942,0.00001016411,0.0007357874,0.000005729597,0.000293353,0.5638262,0.1001094,0.0008136115,0.0001796351,0.3292283],"study_design_scores_gemma":[0.008836402,0.001183282,0.006169435,0.00008275736,0.0005892588,0.00001800859,0.00004687266,0.9200802,0.05572764,0.005217439,0.001759391,0.0002892478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7076651,0.0007004181,0.2867228,0.0002374882,0.004206111,0.0001802995,0.00007759087,0.00008223427,0.0001279319],"genre_scores_gemma":[0.9937505,0.0001203587,0.001648386,0.0003056886,0.003733234,0.000008409855,0.0003944884,0.00003820263,7.911413e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3562541,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267705870765106,"score_gpt":0.3006441692278479,"score_spread":0.2779671105201968,"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."}}