{"id":"W4384108341","doi":"10.1093/noajnl/vdad071.012","title":"THE USE OF 5-AMINOLEVULINIC ACID (5-ALA) IN HIGH-GRADE GLIOMA SURGERY, A SINGLE CANADIAN CENTER EXPERIENCE","year":2023,"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":"Université de Sherbrooke","funders":"","keywords":"Medicine; Glioma; Adverse effect; Surgery; Single Center; Resection; Pathological; Cohort; Log-rank test; Survival analysis; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003629302,0.0003949337,0.0002425749,0.0002571915,0.001017211,0.0005319215,0.0004634853,0.0002788409,0.0008933426],"category_scores_gemma":[0.000882701,0.0001343299,0.0003092702,0.0005502677,0.0004076532,0.0001578123,0.0003419882,0.000455995,0.0002329499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00484026,"about_ca_system_score_gemma":0.008964811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2783465,"about_ca_topic_score_gemma":0.5967706,"domain_scores_codex":[0.9997256,0.00003534203,0.00001704832,0.00003583893,0.0001103082,0.00007572435],"domain_scores_gemma":[0.9993856,0.00006170072,0.0001048598,0.000034549,0.0001498808,0.0002634554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003794016,0.001661411,0.6044661,0.0008862294,0.0005157421,0.01436604,0.004023084,0.002433931,0.03480881,0.0007443243,0.00779305,0.3245073],"study_design_scores_gemma":[0.0005991642,0.009600695,0.8888919,0.0002952051,0.0004671884,0.0462596,0.003555046,0.001549207,0.01732358,0.0002577525,0.03105522,0.0001453155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904145,0.004570532,0.0006041043,0.000404226,0.00003123284,0.0001070189,0.000146233,0.00002170684,0.00370043],"genre_scores_gemma":[0.9936329,0.004265129,0.0006661691,0.0002550759,0.0000279283,0.00001970985,0.0002727958,0.00001371284,0.0008465877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7216535,"threshold_uncertainty_score":0.5534526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07365504674724187,"score_gpt":0.3204045054009216,"score_spread":0.2467494586536797,"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."}}