{"id":"W3016772785","doi":"10.1093/neuros/nyaa075","title":"The Role of Stereotactic Radiosurgery in the Management of Brain Metastases From a Health-Economic Perspective: A Systematic Review","year":2020,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Kingston Health Sciences Centre; University Health Network; Queen's University; University of Toronto","funders":"","keywords":"Radiosurgery; Medicine; MEDLINE; Systematic review; Economic evaluation; Psychological intervention; Checklist; Cochrane Library; Quality of life (healthcare); Cost effectiveness; Radiation therapy; Randomized controlled trial; Surgery; Psychiatry; Nursing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002682939,0.0005261459,0.005849485,0.0001772405,0.00006981935,0.00003072923,0.0003867816,0.00006622955,0.00003683814],"category_scores_gemma":[0.0004242793,0.0002664432,0.001701715,0.0005305384,0.0001075759,0.00004444866,0.0001041048,0.0004038565,0.00002629937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969746,"about_ca_system_score_gemma":0.0005103936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002444891,"about_ca_topic_score_gemma":0.000008937504,"domain_scores_codex":[0.9930595,0.002995261,0.002533019,0.0005681295,0.0004908758,0.0003532403],"domain_scores_gemma":[0.9904782,0.005814403,0.002170117,0.001378308,0.00004004034,0.0001189805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003651497,0.0002718656,0.00001279239,0.864675,0.00281447,0.0005008339,0.0001112569,2.304347e-7,8.214074e-8,0.001020216,0.002200874,0.1283559],"study_design_scores_gemma":[0.0003173639,0.0001647477,0.00003114179,0.5118991,0.009428151,0.0002861613,0.0005663233,0.000004519255,5.186988e-7,0.00006876849,0.4770467,0.0001865532],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001561895,0.9904457,0.000001633895,0.003104485,0.0002145202,0.005620994,0.0004295367,0.0000160905,0.0001514631],"genre_scores_gemma":[0.0002141516,0.9974298,0.00004139847,0.001279305,0.00005694142,0.0007823422,0.0000973893,0.00006406489,0.00003461043],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4748458,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365914542841875,"score_gpt":0.341900403716572,"score_spread":0.3053089494323845,"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."}}