{"id":"W4390810726","doi":"10.1016/j.radonc.2024.110080","title":"Response to evaluation of post-lung SABR imaging: A proposed pathway","year":2024,"lang":"en","type":"letter","venue":"Radiotherapy and Oncology","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"SABR volatility model; Margin (machine learning); Medicine; Focus (optics); Lung; Radiography; Radiology; Medical physics; Computer science; Internal medicine; Machine learning; Mathematics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.002744312,0.0002746027,0.0008913458,0.0003996052,0.00006441565,0.00001069111,0.00009194951,0.0005487648,0.0002289471],"category_scores_gemma":[0.0007001552,0.0002054609,0.0001279143,0.0001721365,0.0004095253,0.000019795,0.00003728964,0.001094856,0.00001671203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005069957,"about_ca_system_score_gemma":0.001088366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002365,"about_ca_topic_score_gemma":0.000005401851,"domain_scores_codex":[0.9972131,0.001046082,0.0004103339,0.0005144588,0.0004905869,0.0003253864],"domain_scores_gemma":[0.9984652,0.0006259901,0.0001266171,0.0003165111,0.0003561351,0.0001095735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001551273,0.00007445229,0.0006094381,0.0004464904,0.0003870821,0.001543394,0.003419711,4.541996e-7,0.01705751,0.000008845241,0.902862,0.07203942],"study_design_scores_gemma":[0.002407829,0.002121966,0.001381859,0.0004037368,0.0006688304,0.0009879575,0.0001018688,0.0004742533,0.0002611394,0.0001121011,0.9908822,0.0001962625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02932435,0.02891699,0.000134161,0.9379753,0.0009964971,0.00109568,0.00004336723,0.00007083691,0.001442795],"genre_scores_gemma":[0.007765042,0.0005115218,0.00206736,0.9824395,0.002190628,0.000125661,0.00009244445,0.00007535259,0.004732525],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08802027,"threshold_uncertainty_score":0.8378453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04192403533060473,"score_gpt":0.3746906398709039,"score_spread":0.3327666045402992,"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."}}