{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004105562,0.0001116604,0.0003829985,0.0000743312,0.00002980835,0.000005070926,0.00006566908,0.0000311211,0.00006579815],"category_scores_gemma":[0.0001293064,0.00006070182,0.00008810846,0.000110569,0.000137906,0.00002703641,0.00001862275,0.0001338172,0.000005268866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679992,"about_ca_system_score_gemma":0.0002473231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001765366,"about_ca_topic_score_gemma":0.00001865335,"domain_scores_codex":[0.999083,0.0002329458,0.0001965404,0.0001682358,0.0001285395,0.0001907397],"domain_scores_gemma":[0.9992418,0.0003193404,0.00008558224,0.0002176362,0.00003043973,0.0001051735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008463493,0.0007600604,0.855232,0.00002378283,0.0005129026,0.000342408,0.0003453298,0.0001173106,0.0002172239,0.0003304313,0.002859567,0.1307955],"study_design_scores_gemma":[0.006046198,0.004967034,0.9835388,0.00002739757,0.00007031144,0.00002001697,0.0002798973,0.001681645,0.00005171339,0.001652264,0.001584681,0.00008003332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949964,0.002593434,0.0001498564,0.0008736705,0.0005401975,0.000567328,0.00002278133,0.00000681027,0.0002494693],"genre_scores_gemma":[0.9964615,0.001019942,0.002217067,0.0001351347,0.00003102573,0.00002057737,0.00001248252,0.0000101787,0.00009208638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1307154,"threshold_uncertainty_score":0.2475348,"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."}}