{"id":"W3211549278","doi":"10.1201/9781003167464-33","title":"Hypofractionated Stereotactic Radiosurgery for Brain Metastases","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Medicine; Medical physics; Nuclear medicine; Radiology; Radiation therapy","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":[0.0001440975,0.000653104,0.0004046132,0.0009146262,0.0001710452,0.0005344564,0.0004747699,0.0005822526,0.01724742],"category_scores_gemma":[0.0002970222,0.0001567871,0.0004197429,0.0008295541,0.0002256163,0.0008480763,0.0004192552,0.001336004,0.01293147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003700338,"about_ca_system_score_gemma":0.0004230423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006785493,"about_ca_topic_score_gemma":0.002247558,"domain_scores_codex":[0.9999321,0.00001076328,0.000003940828,0.00001215997,0.00003629254,0.000004902971],"domain_scores_gemma":[0.999927,0.00003555685,0.000009005059,0.000003784897,0.00001654323,0.000008032274],"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":[0.00004518006,0.00005716968,0.0001115546,0.002027682,0.00002486035,0.0002494809,0.0001158503,0.0005184004,0.004848188,0.009685361,0.2437439,0.7385724],"study_design_scores_gemma":[0.00000435395,0.00003373097,0.0004023679,0.0004553724,0.000009388009,0.001818929,0.0000126565,0.0001023223,0.000531038,0.003229448,0.9933941,0.000006337244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001128465,0.8912373,0.0069311,0.002257633,0.003693128,0.00005373979,0.0001853258,0.0002482058,0.09426501],"genre_scores_gemma":[0.007146068,0.654543,0.008325458,0.003583157,0.002770778,0.00007173297,0.0004394349,0.0001335423,0.3229867],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01724742,"threshold_uncertainty_score":0.05769831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04836500707229947,"score_gpt":0.2969248096237072,"score_spread":0.2485598025514077,"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."}}