{"id":"W4387861508","doi":"10.1016/j.ijrobp.2023.10.004","title":"Prediction of Acute Radiation-Induced Lung Toxicity After Stereotactic Body Radiation Therapy Using Dose-Volume Parameters From Functional Mapping on Gallium 68 Perfusion Positron Emission Tomography/Computed Tomography","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Ligue Contre le Cancer","keywords":"Positron emission tomography; Nuclear medicine; Computed tomography; Medicine; Perfusion; Tomography; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004241166,0.0004170221,0.0003016125,0.0005687756,0.00009023365,0.0005251181,0.0002526724,0.0004023362,0.0004103806],"category_scores_gemma":[0.002189804,0.0001732474,0.000299104,0.00019181,0.0002215746,0.0002286649,0.0002006115,0.0002219408,0.0001461687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003671782,"about_ca_system_score_gemma":0.0002804119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002194102,"about_ca_topic_score_gemma":0.001730904,"domain_scores_codex":[0.9998435,0.00005512089,0.00001509091,0.00001990009,0.00004932341,0.00001696376],"domain_scores_gemma":[0.9991388,0.0004901877,0.0001887833,0.00003928386,0.00008073027,0.00006208622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005538568,0.0003353865,0.7043475,0.0001814277,0.0003206225,0.0007230284,0.0001489716,0.1044661,0.08492444,0.0003238424,0.000520574,0.09816954],"study_design_scores_gemma":[0.00006775225,0.001472176,0.7128017,0.00001938559,0.0001686128,0.001028561,0.0001262487,0.2426734,0.04056373,0.0006141228,0.0004199189,0.00004436255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993331,0.0003070589,0.005776029,0.00002053736,0.000006116778,0.00002433654,0.0001092366,0.00005710778,0.000368487],"genre_scores_gemma":[0.9992101,0.00005556065,0.000536573,0.000003562927,0.00000197418,0.000005997987,0.00009171854,0.000008197103,0.00008611469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002194102,"threshold_uncertainty_score":0.004362643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543100129609913,"score_gpt":0.3034682997115071,"score_spread":0.278037298415408,"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."}}