{"id":"W2036402555","doi":"10.3171/jns/2008/108/4/0649","title":"Outpatient brain tumor surgery: innovation in surgical neurooncology","year":2008,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Craniotomy; Outpatient surgery; Surgery; Biopsy; Neurooncology; Outpatient clinic; Brain biopsy; Brain tumor; Radiology; Ambulatory; Internal medicine; Pathology","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":[0.0006481977,0.0001434879,0.0006767287,0.001397529,0.00004125028,0.000008507517,0.00004635389,0.00006275559,0.00005492257],"category_scores_gemma":[0.001433751,0.0001117692,0.0002428067,0.001200809,0.00006149822,0.0001145021,0.00002096188,0.0003382129,0.00001115473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100522,"about_ca_system_score_gemma":0.0003117714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007662726,"about_ca_topic_score_gemma":0.000001570204,"domain_scores_codex":[0.99779,0.0001759001,0.001231223,0.0001565724,0.0003945188,0.0002518282],"domain_scores_gemma":[0.9974765,0.001382285,0.0006193365,0.0001447932,0.000253395,0.0001237048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005663441,0.00154715,0.8950901,0.00001724971,0.00002413305,0.07038405,0.00006593884,0.0000291677,0.002436892,0.00003381725,0.02677033,0.003034801],"study_design_scores_gemma":[0.001887268,0.0007269508,0.9176765,0.00009594188,0.00002397806,0.02812641,0.00001218049,0.00002377899,0.002148685,0.00002340505,0.04915994,0.00009497335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992184,0.0001782762,0.000002179526,0.006329434,0.0009768034,0.000126142,0.000001890004,0.00001086605,0.0001903929],"genre_scores_gemma":[0.9970599,0.0001671631,0.00003553988,0.002412439,0.0002483498,0.000006488044,0.000004425025,0.00002024433,0.00004539224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04225764,"threshold_uncertainty_score":0.4557817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05055916002391916,"score_gpt":0.2930187054526217,"score_spread":0.2424595454287025,"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."}}