{"id":"W2034536646","doi":"10.1007/s10143-012-0374-5","title":"Strong 5-aminolevulinic acid-induced fluorescence is a novel intraoperative marker for representative tissue samples in stereotactic brain tumor biopsies","year":2012,"lang":"en","type":"article","venue":"Neurosurgical Review","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Biopsy; Stereotactic biopsy; Grading (engineering); Pathology; Glioma; Positron emission tomography; Brain tumor; Neuroimaging; Radiology; Brain biopsy; Neurosurgery; Nuclear medicine","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":[0.0008678586,0.0003372313,0.000185522,0.001432944,0.0003569695,0.0004595937,0.0004268865,0.0008125392,0.0009739144],"category_scores_gemma":[0.000638731,0.0003052427,0.0002381747,0.0003719559,0.0004404108,0.000637389,0.000435723,0.00044958,0.0005648798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000229858,"about_ca_system_score_gemma":0.0002973815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003837007,"about_ca_topic_score_gemma":0.0009311542,"domain_scores_codex":[0.9997336,0.00007920188,0.00003125425,0.00004640143,0.00006588384,0.00004362729],"domain_scores_gemma":[0.9996207,0.0001331178,0.00006515588,0.00003842012,0.0001071979,0.00003529514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003213885,0.00001971864,0.006257772,0.0002701355,0.00002696237,0.001908846,0.0001339527,0.0001501881,0.9746875,0.0004385694,0.0001647853,0.01562017],"study_design_scores_gemma":[0.00001392042,0.0003832227,0.02456021,0.00006061775,0.0001455111,0.02039331,0.0002458205,0.002446757,0.9449925,0.0004117791,0.006327451,0.00001881281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8494201,0.02327992,0.1146061,0.0005774618,0.0001351657,0.0001310586,0.0001868914,0.0005255167,0.01113776],"genre_scores_gemma":[0.943532,0.005525553,0.0483859,0.0001590681,0.00005546086,0.00007349299,0.0002444441,0.0001011768,0.001922932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001432944,"threshold_uncertainty_score":0.004589736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060713478602842,"score_gpt":0.3908799462017353,"score_spread":0.2848085983414511,"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."}}