{"id":"W2758773485","doi":"10.1016/j.ijrobp.2017.06.1651","title":"Pretreatment PET SUV is Not Correlated With Tumor Growth Rate in Early Stage Non–small Cell Lung Cancer Treated With Stereotactic Radiation Therapy","year":2017,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Nuclear medicine; Stage (stratigraphy); Lung cancer; Standardized uptake value; Adenocarcinoma; Log-rank test; Cancer; Radiology; Survival analysis; Positron emission tomography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002008576,0.0001461469,0.0002780235,0.0002324609,0.0001382823,0.0003671665,0.0002014658,0.0003638878,0.001302747],"category_scores_gemma":[0.001563975,0.0001799686,0.0002520884,0.0002581317,0.0001966469,0.0002666637,0.0001249231,0.0003626952,0.0002031136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003293599,"about_ca_system_score_gemma":0.0002338141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003119014,"about_ca_topic_score_gemma":0.004500368,"domain_scores_codex":[0.9999084,0.00002275004,0.000008944474,0.00001658048,0.0000168843,0.00002630266],"domain_scores_gemma":[0.9992162,0.0003159245,0.0002554031,0.00004626061,0.00005954881,0.0001066471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003981269,0.0001314,0.9626623,0.00003083892,0.0001079142,0.0007356174,0.0001080529,0.0006896334,0.01773325,0.0000467191,0.0002487382,0.0135242],"study_design_scores_gemma":[0.000007619117,0.0002856722,0.9975541,0.00000233281,0.00004112654,0.0004199593,0.00005478022,0.0007520377,0.0007065852,0.00003909463,0.0001331551,0.000003442137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989929,0.0002862275,0.0000869621,0.00004765806,0.000006067069,0.000002351212,0.00006538602,0.000005247828,0.0005073281],"genre_scores_gemma":[0.9997062,0.00004518214,0.00001897969,0.000008953614,0.000003184026,0.000001016682,0.00007050486,0.000002378781,0.0001434676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003119014,"threshold_uncertainty_score":0.006201744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288724687868663,"score_gpt":0.3163509711600599,"score_spread":0.3034637242813732,"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."}}