{"id":"W3021977510","doi":"10.3171/2020.3.jns193369","title":"Clinical dose profile of Gamma Knife stereotactic radiosurgery for extensive brain metastases","year":2020,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Radiosurgery; Nuclear medicine; Brain metastasis; Brain size; Radiation therapy; Gamma knife; Retrospective cohort study; Dosimetry; Radiology; Magnetic resonance imaging; Surgery; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003694269,0.0001473361,0.0002935656,0.000368976,0.0001029687,0.0003126841,0.000155156,0.0001827499,0.001517561],"category_scores_gemma":[0.002064595,0.00009413395,0.0002848007,0.0003923396,0.0001522573,0.0001896029,0.0001874505,0.0001825166,0.0004922032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005674187,"about_ca_system_score_gemma":0.0002620062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016,"about_ca_topic_score_gemma":0.001314909,"domain_scores_codex":[0.9997143,0.00005185524,0.0000314969,0.00005626831,0.0001204628,0.00002559328],"domain_scores_gemma":[0.9993206,0.0002093115,0.0003015785,0.00003642276,0.00007540871,0.00005656929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004433496,0.0001967986,0.7503033,0.0002986628,0.0003832828,0.002172146,0.0003596664,0.01589661,0.1105947,0.0002902465,0.001122436,0.1139488],"study_design_scores_gemma":[0.00004353508,0.002636246,0.9736096,0.00002882791,0.00008253575,0.005614002,0.0001040405,0.002582908,0.01264082,0.000162546,0.002475024,0.00001993654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948132,0.00158488,0.001556854,0.00004095191,0.000004458064,0.00002825958,0.0002318858,0.00003538212,0.00170417],"genre_scores_gemma":[0.9989415,0.0002404453,0.0002519761,0.00002128411,0.000003687501,0.0000109066,0.0002378089,0.00002147462,0.0002708911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001517561,"threshold_uncertainty_score":0.005076766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006893672819685,"score_gpt":0.3606238215026806,"score_spread":0.2599344542207122,"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."}}