{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000473074,0.0001758985,0.0003240828,0.0007326169,0.0002831201,0.0004069256,0.0002347557,0.0005023226,0.0009864931],"category_scores_gemma":[0.002272736,0.0002039276,0.0003902719,0.0007023631,0.0002369414,0.0003021427,0.0002352092,0.0004147838,0.0001962407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003509253,"about_ca_system_score_gemma":0.0001951654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002873609,"about_ca_topic_score_gemma":0.002852407,"domain_scores_codex":[0.9996256,0.000126616,0.00003190999,0.0001013263,0.00005852272,0.0000560283],"domain_scores_gemma":[0.9991668,0.0002211743,0.0003564829,0.0000609289,0.00006290185,0.0001317271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001137675,0.00001658987,0.9988872,0.000003148152,0.00004537454,0.0000622517,0.00001895639,0.00003750874,0.00009930494,0.000004081828,0.00005308318,0.0006587347],"study_design_scores_gemma":[0.00001297631,0.0001177457,0.9989485,0.000002101166,0.00002829144,0.0004655487,0.00007522939,0.0001937879,0.00003271606,0.00001212592,0.0001082929,0.000002728628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995048,0.0001640561,0.00004263495,0.00002920128,0.000003671864,0.000003249498,0.0001229854,0.000002536032,0.0001268302],"genre_scores_gemma":[0.9996651,0.00005046911,0.0000272808,0.00001758732,0.000007191529,0.000004690371,0.0001907354,7.911448e-7,0.00003617333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002873609,"threshold_uncertainty_score":0.005713761,"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."}}