{"id":"W4289878555","doi":"10.1093/noajnl/vdac078.065","title":"MMAP-09 CHARACTERISTICS CORRELATING WITH SURVIVAL IN PATIENTS TREATED FOR LARGE BRAIN METASTASES","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Radiosurgery; Internal medicine; Multivariate analysis; Prospective cohort study; Urology; Gastroenterology; Radiation therapy","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":[0.0003842621,0.0002192513,0.000586781,0.0001366502,0.0002596626,0.000007738459,0.00008593196,0.00004371587,0.000165231],"category_scores_gemma":[0.0004234707,0.0001761718,0.00008355419,0.0002777475,0.00005435857,0.00009800042,0.00007464366,0.0002982676,0.000004354336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001756944,"about_ca_system_score_gemma":0.000111423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001290523,"about_ca_topic_score_gemma":0.0000826075,"domain_scores_codex":[0.9981851,0.0003580996,0.0003621806,0.0004219719,0.0002484921,0.0004241642],"domain_scores_gemma":[0.9981403,0.001239276,0.000243552,0.000206935,0.00007433361,0.00009562749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004125195,0.002397872,0.9526607,0.0000630034,0.0001292449,0.0004913498,0.0001934877,0.0001014429,0.0002715042,0.0005461538,0.0005346445,0.03848534],"study_design_scores_gemma":[0.02951666,0.02223121,0.3972837,0.00003987259,0.0004971156,0.0001175914,0.0008197562,0.0005231976,0.0003928244,0.00009345945,0.5480958,0.0003888448],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947435,0.0003269143,0.0002580088,0.001339252,0.0005657416,0.001386128,0.0009747628,0.00006438797,0.0003413601],"genre_scores_gemma":[0.9944742,0.00003480726,0.001892579,0.001752704,0.00007052127,0.0005171676,0.001081437,0.00004274929,0.0001337921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5553771,"threshold_uncertainty_score":0.718408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647383269605376,"score_gpt":0.2954757511152501,"score_spread":0.2790019184191963,"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."}}