{"id":"W4401594218","doi":"10.23937/2643-4474/1710159","title":"High Grade Glioma Surgery, Using 5-Aminolevulinic Acid and Its Effect on Extent of Resection: Early Data from a Single Canadian Center Experience","year":2024,"lang":"en","type":"article","venue":"Neurosurgery Cases and Reviews","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resection; Center (category theory); Glioma; Single Center; Medicine; Surgery; Chemistry; Cancer research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002920049,0.0003049652,0.0003374522,0.0006715885,0.0007099228,0.0004583249,0.000335329,0.0002155472,0.0008069405],"category_scores_gemma":[0.0009943836,0.0001444347,0.0003201197,0.001569741,0.0004850042,0.0001320566,0.0002972219,0.0002575962,0.0001681688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003205785,"about_ca_system_score_gemma":0.004036898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4450995,"about_ca_topic_score_gemma":0.6269495,"domain_scores_codex":[0.9996704,0.00003009264,0.00002563778,0.0000339369,0.0001424704,0.0000974705],"domain_scores_gemma":[0.9991917,0.0001652074,0.0002389092,0.00005091907,0.0001983161,0.0001548759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001240272,0.0002018499,0.9609122,0.0001322469,0.0001341394,0.001774662,0.0006389177,0.0002793637,0.002406436,0.00005925458,0.0005422646,0.03167838],"study_design_scores_gemma":[0.00004102736,0.0007616252,0.992771,0.00002451456,0.00007704105,0.003059837,0.0005692212,0.00008665826,0.001023868,0.00002439874,0.001542082,0.00001872023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974021,0.001011673,0.00006197783,0.00002310487,0.000002855352,0.00002289286,0.0003153891,0.000003657489,0.001156373],"genre_scores_gemma":[0.9969841,0.001484977,0.0001680067,0.00004923835,0.000008734807,0.000008759066,0.0008555714,0.000004036213,0.0004366005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4450995,"threshold_uncertainty_score":0.8850174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583984004472268,"score_gpt":0.344289165090316,"score_spread":0.1858907646430892,"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."}}