{"id":"W2968380342","doi":"10.1093/noajnl/vdz014.097","title":"RADI-04. PRETREATMENT VOLUME OF MRI-DETERMINED WHITE MATTER INJURY (WMI) PREDICTS COGNITIVE DECLINE AFTER HIPPOCAMPAL AVOIDANT (HA) WBRT FOR BRAIN METASTASES: SECONDARY ANALYSIS OF NRG ONCOLOGY RTOG 0933","year":2019,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Saskatchewan","funders":"","keywords":"Medicine; Verbal learning; Cognitive decline; Verbal memory; Internal medicine; Audiology; Oncology; Dementia; Cognition; Disease; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007729839,0.0005833427,0.002560041,0.000587767,0.00007465918,0.00001073764,0.0002250174,0.000274518,0.003191778],"category_scores_gemma":[0.0004081581,0.0004681631,0.000794391,0.0007754421,0.0005336027,0.0002628679,0.0001813157,0.0003695121,0.00006442977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002603085,"about_ca_system_score_gemma":0.0005274062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002731548,"about_ca_topic_score_gemma":0.0002020196,"domain_scores_codex":[0.9957601,0.0007491634,0.001335482,0.001038856,0.0004357404,0.0006806396],"domain_scores_gemma":[0.9947697,0.002751929,0.001013081,0.0006913861,0.0004837747,0.0002901301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02566781,0.004366667,0.8806977,0.0008947426,0.01027567,0.0007139992,0.0009857746,0.0002701805,0.008525983,0.0000244592,0.003638264,0.06393878],"study_design_scores_gemma":[0.04393995,0.06951717,0.6389233,0.0004159998,0.03971619,0.0004938561,0.001754437,0.002486423,0.02811209,0.0003923101,0.1730996,0.001148594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839448,0.002313516,0.001379192,0.0030752,0.0007495754,0.003250354,0.004382566,0.00005206118,0.0008527637],"genre_scores_gemma":[0.9835453,0.0003138657,0.008297346,0.00510045,0.0001526853,0.0008510964,0.0009935247,0.00007437873,0.0006713391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2417743,"threshold_uncertainty_score":0.999777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009664980287353993,"score_gpt":0.309962276144842,"score_spread":0.3002972958574879,"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."}}