{"id":"W4214536723","doi":"10.1016/j.clon.2022.02.006","title":"Stereotactic Ablative Radiotherapy for Oligometastatic Disease: A Tale of Emperor's New Clothes or New Standard of Care?","year":2022,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Medicine; Ablative case; SABR volatility model; Radiation therapy; Enthusiasm; Disease; Radiosurgery; Clinical trial; Oncology; Internal medicine; General surgery","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":[0.0002990762,0.0001245291,0.0005675243,0.00004036199,0.00005004737,0.000004566898,0.0002332674,0.00009138221,0.0002269641],"category_scores_gemma":[0.0009240513,0.000112018,0.0002689259,0.00008905411,0.0001702026,0.000002332356,0.000136956,0.0001063298,5.340361e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008536385,"about_ca_system_score_gemma":0.003021633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005535047,"about_ca_topic_score_gemma":0.0001587834,"domain_scores_codex":[0.9985895,0.0001545424,0.0006398848,0.0003145521,0.0001149747,0.0001865793],"domain_scores_gemma":[0.9980965,0.0008528208,0.0004063355,0.0003237359,0.000106844,0.0002137695],"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":[0.1716132,0.003639367,0.04928563,0.0007835396,0.005031647,0.00009253684,0.004490678,0.004807594,0.04479399,0.003981969,0.2334812,0.4779987],"study_design_scores_gemma":[0.008360939,0.03337916,0.004947139,0.00001581954,0.0002884338,0.000006970204,0.0006933641,0.00005976974,0.004238931,0.001058642,0.9467052,0.000245616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773701,0.01043298,0.007116742,0.001474582,0.00108853,0.001055284,0.001213687,0.000008312111,0.0002397176],"genre_scores_gemma":[0.9805017,0.002504327,0.01305828,0.001265226,0.0006207933,0.00008409896,0.0001636548,0.00004804897,0.001753877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7132241,"threshold_uncertainty_score":0.5360247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0497264152883756,"score_gpt":0.4043714046871126,"score_spread":0.354644989398737,"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."}}