{"id":"W2966337131","doi":"10.3389/fonc.2019.00797","title":"The Impact of Targeted Therapy on Intracranial Metastatic Disease Incidence and Survival","year":2019,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"University of Toronto","keywords":"Medicine; Targeted therapy; Radiation therapy; Incidence (geometry); Disease; Oncology; Internal medicine; Cancer; Systemic therapy; Intensive care medicine; Breast cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006683949,0.0001211368,0.000399164,0.0004247048,0.000128966,0.0005783639,0.0002239873,0.0002180039,0.001487879],"category_scores_gemma":[0.005054291,0.00005261288,0.0004872309,0.0006168833,0.0002195406,0.0004084843,0.0003201487,0.0004898614,0.0001646559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007256158,"about_ca_system_score_gemma":0.0004484355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002192872,"about_ca_topic_score_gemma":0.003941415,"domain_scores_codex":[0.9994172,0.0001716926,0.0000624337,0.0000799757,0.0001921341,0.00007660998],"domain_scores_gemma":[0.997268,0.001208422,0.0009132672,0.000078602,0.000322066,0.0002096881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001141647,0.0001020048,0.6149567,0.001360222,0.001185524,0.0009118225,0.0002533976,0.001394315,0.001427443,0.001796891,0.007817647,0.3676523],"study_design_scores_gemma":[0.0000309881,0.000448169,0.9651465,0.0007090735,0.001349771,0.003859391,0.0003005076,0.001218979,0.001000622,0.001965716,0.02394431,0.00002583342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6400496,0.3187204,0.002777999,0.006411871,0.000405876,0.00006000347,0.002282965,0.00007341045,0.02921796],"genre_scores_gemma":[0.952477,0.04444643,0.0005876264,0.0005098535,0.0003540555,0.00002457911,0.0006930986,0.00001633862,0.0008909273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002192872,"threshold_uncertainty_score":0.005264699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467759345765487,"score_gpt":0.3289340754880338,"score_spread":0.3142564820303789,"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."}}