{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001096188,0.0002460737,0.0001906928,0.000641241,0.0003344246,0.0006955864,0.0004750972,0.0003161076,0.00221692],"category_scores_gemma":[0.004134377,0.0001111983,0.0002493647,0.0005523433,0.0005751997,0.0005228507,0.0007962434,0.000551417,0.0003657432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004959031,"about_ca_system_score_gemma":0.0009638434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005922356,"about_ca_topic_score_gemma":0.001826997,"domain_scores_codex":[0.999171,0.0003034268,0.00007099989,0.0001251836,0.0002150186,0.0001144175],"domain_scores_gemma":[0.995707,0.0013932,0.001143141,0.0004035862,0.0004334812,0.0009195702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004232285,0.0006487916,0.4577156,0.000319496,0.00004350394,0.002720678,0.000758936,0.000551157,0.006458411,0.0009838057,0.002863629,0.5265128],"study_design_scores_gemma":[0.000144433,0.00375445,0.8929563,0.0004851165,0.00009548852,0.06003158,0.001615596,0.00215371,0.003816868,0.001544746,0.03334346,0.00005832811],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706506,0.008690153,0.009122115,0.002892342,0.0002077464,0.0000766169,0.00009754927,0.0001219466,0.008140918],"genre_scores_gemma":[0.9835278,0.004414775,0.009448688,0.0006139771,0.0007157598,0.00006117516,0.0002161369,0.00003513236,0.0009666228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00221692,"threshold_uncertainty_score":0.007416308,"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."}}