{"id":"W4309016801","doi":"10.1093/neuonc/noac209.757","title":"NCOG-04. RANO-BM RESPONSE CRITERIA VERIFICATION STUDY IN A SRS-TREATED COHORT","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Cohort; False positive paradox; Predictive value; Retrospective cohort study; Oncology; Demographics; Internal medicine; Radiology; Nuclear medicine; Surgery; Radiation therapy; Machine learning","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":[0.001451293,0.0001667817,0.0003859111,0.0004827078,0.0003054671,0.0004576637,0.0003828299,0.0002582843,0.001385],"category_scores_gemma":[0.003350366,0.000134513,0.000412214,0.000578531,0.000232423,0.0002793084,0.0003686963,0.0003518657,0.0005465371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006967281,"about_ca_system_score_gemma":0.0006609625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006258327,"about_ca_topic_score_gemma":0.008074871,"domain_scores_codex":[0.9990037,0.0003754838,0.0000939651,0.0002027967,0.0002179379,0.0001061315],"domain_scores_gemma":[0.9983042,0.0003732662,0.0006702523,0.0001851426,0.0002868511,0.0001803275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0012077,0.000136194,0.9939936,0.00002279066,0.0000714814,0.0001585945,0.0001130527,0.00006203232,0.0007644115,0.00002454419,0.0003115255,0.00313421],"study_design_scores_gemma":[0.00009523312,0.001154933,0.9962119,0.00001145414,0.0000727263,0.0005918674,0.0001609865,0.0002874848,0.0003950495,0.00002129158,0.0009903845,0.00000656146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983475,0.0001790091,0.000127418,0.00002718731,0.000004569483,0.00004153182,0.0006771297,0.000005390924,0.0005902852],"genre_scores_gemma":[0.9980516,0.00005287515,0.0001597221,0.00003432949,0.000008989945,0.00007206637,0.001319646,0.000007011953,0.0002936014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006258327,"threshold_uncertainty_score":0.01244384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03607026819700404,"score_gpt":0.3542618700671986,"score_spread":0.3181916018701946,"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."}}