{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001500611,0.0002385103,0.001457097,0.000239551,0.00004326505,0.00002202325,0.0001024708,0.00008020724,0.0001575597],"category_scores_gemma":[0.006488679,0.0001737564,0.001376551,0.0003305357,0.00011959,0.0001753605,0.00003786752,0.0003553037,0.000008597975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002487632,"about_ca_system_score_gemma":0.0004206793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001702054,"about_ca_topic_score_gemma":1.345345e-7,"domain_scores_codex":[0.9967102,0.0003977343,0.001824905,0.0002789618,0.0004876605,0.0003005026],"domain_scores_gemma":[0.9928898,0.004272589,0.001462023,0.0002697943,0.0005665949,0.0005391681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02627668,0.005523403,0.1821578,0.002144429,0.004809463,0.01866608,0.0003891973,0.00006575474,0.03122841,0.0002129022,0.5810989,0.147427],"study_design_scores_gemma":[0.03182847,0.02769038,0.5712979,0.001462854,0.006756176,0.01273001,0.0006719094,0.0007960045,0.02474882,0.0003216973,0.3206231,0.001072584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794667,0.001338132,0.0005081729,0.01681315,0.001051673,0.0006029928,0.0001470659,0.0000186281,0.00005348935],"genre_scores_gemma":[0.9860574,0.0002846169,0.003541663,0.00883292,0.001054838,0.00001091298,0.00001852154,0.00005581675,0.0001433151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3891402,"threshold_uncertainty_score":0.7768023,"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."}}