{"id":"W4309029927","doi":"10.1016/j.ijrobp.2022.09.012","title":"Patterns of Failure after Stereotactic Radiosurgery vs. Whole Brain Radiotherapy for Resected Brain Metastases: Central Imaging Review of the N107C/CEC.3 (Alliance) Phase III Clinical Trial","year":2022,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Radiosurgery; Radiation therapy; Radiology; Alliance; Nuclear 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002810368,0.0002475359,0.00119489,0.0001307325,0.00008927567,0.00001503285,0.0004735668,0.00009713917,0.0005866239],"category_scores_gemma":[0.001480352,0.0001824588,0.001188981,0.0002385749,0.0001550484,0.0001927417,0.00009329892,0.0006029276,9.664226e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006214455,"about_ca_system_score_gemma":0.001062333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000187714,"about_ca_topic_score_gemma":0.000004071685,"domain_scores_codex":[0.9951689,0.001681865,0.002005383,0.0003053821,0.0005400907,0.0002984099],"domain_scores_gemma":[0.9934877,0.002398486,0.002985247,0.0003336805,0.0006549487,0.0001399576],"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":[0.1387993,0.01263202,0.2378486,0.001027793,0.0123864,0.00037243,0.00104637,0.000285659,0.005147167,0.002262158,0.1587406,0.4294516],"study_design_scores_gemma":[0.2677323,0.012227,0.01888806,0.001971755,0.001701015,0.0007643809,0.0002360668,0.001276918,0.001304642,0.001054871,0.6924264,0.0004165084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8659705,0.01657594,0.01174012,0.09062277,0.006714738,0.003246601,0.005080791,0.0000281924,0.00002036789],"genre_scores_gemma":[0.9774336,0.002862237,0.002669841,0.01313869,0.002670222,0.0001878798,0.0008904164,0.00005775257,0.00008941997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5336859,"threshold_uncertainty_score":0.7440454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03629970922155622,"score_gpt":0.398905298033654,"score_spread":0.3626055888120978,"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."}}