{"id":"W1969418055","doi":"10.1097/coc.0000000000000055","title":"Population-based Analysis of Treatment and Survival in Women Presenting With Brain Metastasis at Initial Breast Cancer Diagnosis","year":2014,"lang":"en","type":"article","venue":"American Journal of Clinical Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Montréal; Hôpital Maisonneuve-Rosemont; BC Cancer Agency","funders":"","keywords":"Medicine; Brain metastasis; Breast cancer; Metastasis; Internal medicine; Radiation therapy; Oncology; Population; Cancer; 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":[0.001853472,0.0001573776,0.002265602,0.0003679013,0.00003034292,0.000005217119,0.00006040598,0.00005773796,0.000248894],"category_scores_gemma":[0.0005138236,0.00009843018,0.0003353384,0.0006236566,0.0003223575,0.00004187103,0.00002390185,0.0001685836,3.775856e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004591348,"about_ca_system_score_gemma":0.0004046962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002776365,"about_ca_topic_score_gemma":0.002418134,"domain_scores_codex":[0.996916,0.001119716,0.001277594,0.0002239892,0.0002236222,0.0002390773],"domain_scores_gemma":[0.9927085,0.005151968,0.001498936,0.0001707178,0.0001626627,0.0003072272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003015328,0.0008931754,0.732029,0.000007954592,0.003282004,0.00006315128,0.0001173942,0.0007355769,0.000002243858,0.000009275177,0.00001398156,0.259831],"study_design_scores_gemma":[0.00710512,0.01421756,0.9724863,0.00003929198,0.003739621,0.00004366957,0.0002356301,0.0006927771,0.00001330147,0.00001097838,0.001333893,0.00008182015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927072,0.00006748817,0.0001084043,0.006783356,0.00007074594,0.0001293153,0.00006646582,0.000003301076,0.00006372246],"genre_scores_gemma":[0.9963502,0.0002001853,0.002338097,0.0008874857,0.0001453151,0.00004068807,0.00001311834,0.00001339934,0.00001151269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597491,"threshold_uncertainty_score":0.4197051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05525479307048128,"score_gpt":0.4407750546448139,"score_spread":0.3855202615743327,"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."}}