{"id":"W3047245025","doi":"10.1093/noajnl/vdaa073.007","title":"16. GAMMA KNIFE CLINICAL DOSE PROFILE FOR EXTENSIVE BRAIN METASTASES","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Radiosurgery; Nuclear medicine; Brain metastasis; Dosimetry; Retrospective cohort study; Gamma knife; Radiation therapy; Cancer; Surgery; Internal medicine; Metastasis","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":[0.000398863,0.0002820593,0.0009006645,0.00005344626,0.0001282818,0.00001237953,0.0001334722,0.0001428625,0.0002858901],"category_scores_gemma":[0.005170589,0.0002169453,0.0003721309,0.0001881117,0.0002950226,0.0001433998,0.00007858383,0.0003342501,0.0001470392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005141431,"about_ca_system_score_gemma":0.0002716129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000324706,"about_ca_topic_score_gemma":0.00001150155,"domain_scores_codex":[0.9976245,0.0003768451,0.0006122544,0.0007397438,0.0002011728,0.0004454647],"domain_scores_gemma":[0.994543,0.004261159,0.0002696443,0.0002997207,0.0001928418,0.0004336784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006680566,0.002526534,0.01198854,0.0005123092,0.0009310716,0.003157694,0.0004139449,0.00005785071,0.0142947,0.003473635,0.3245222,0.631441],"study_design_scores_gemma":[0.0072937,0.01053896,0.002352874,0.00001837445,0.0004937641,0.0001977567,0.0003621609,0.0001327672,0.005382972,0.0003907541,0.9726974,0.0001385274],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6363331,0.02262086,0.01150406,0.2994632,0.004474556,0.01215336,0.001641745,0.0009791553,0.01082989],"genre_scores_gemma":[0.6828671,0.002217734,0.08786628,0.2194235,0.003865709,0.001505511,0.000764983,0.0001941847,0.001294951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6481752,"threshold_uncertainty_score":0.8846771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07597005692672561,"score_gpt":0.4060787523881635,"score_spread":0.330108695461438,"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."}}