{"id":"W4289878567","doi":"10.1093/noajnl/vdac078.055","title":"LOCL-13 SURGICAL RESECTION PLUS STEREOTACTIC RADIOSURGERY (SRS) VERSUS SRS ALONE FOR LARGE POSTERIOR FOSSA BRAIN METASTASES: OUTCOMES AND FACTORS GUIDING THE DECISION OF TREATMENT MODALITY","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Radiosurgery; Cohort; Nuclear medicine; Surgery; Prospective cohort study; Posterior fossa; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005981518,0.0002694351,0.0008524035,0.0001708522,0.0004868401,0.00001711191,0.00009773048,0.00006832238,0.00007980121],"category_scores_gemma":[0.0007025375,0.0001673764,0.0002850874,0.0002138558,0.0001100929,0.0001520844,0.0001338369,0.0001255799,8.650601e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005953099,"about_ca_system_score_gemma":0.0001563905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059077,"about_ca_topic_score_gemma":0.0002502757,"domain_scores_codex":[0.997872,0.0004707919,0.000508922,0.0004863829,0.0002989423,0.0003629563],"domain_scores_gemma":[0.9895877,0.009565248,0.0003085822,0.0003490324,0.00006876876,0.0001206651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05016851,0.005197838,0.8365953,0.000230852,0.002409577,0.002037517,0.002541006,0.001384786,0.01103759,0.0008129057,0.001483257,0.08610086],"study_design_scores_gemma":[0.1316209,0.06579504,0.2435812,0.0001103094,0.003981787,0.002264897,0.01051797,0.001914547,0.03491772,0.0007635988,0.5035472,0.0009848293],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902557,0.002559094,0.00003550345,0.00426017,0.001256201,0.001283348,0.0002685275,0.00003461933,0.00004689996],"genre_scores_gemma":[0.9984304,0.000473591,0.0001707521,0.0002811064,0.00005641845,0.0004645277,0.00007304374,0.00002484815,0.00002533403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5930141,"threshold_uncertainty_score":0.6825414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05791697304651395,"score_gpt":0.3625597461321686,"score_spread":0.3046427730856547,"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."}}