{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001338789,0.0001622577,0.0004288741,0.0003689294,0.0001263511,0.00001633122,0.0001286429,0.00009884994,0.00002743561],"category_scores_gemma":[0.0006774724,0.0001156273,0.0001015095,0.0007390731,0.000272834,0.000155127,0.00004814778,0.0001541878,0.00004041838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001663556,"about_ca_system_score_gemma":0.0002203919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003952487,"about_ca_topic_score_gemma":0.08190338,"domain_scores_codex":[0.9984184,0.0001448792,0.0004032326,0.0003278312,0.0001844205,0.0005212551],"domain_scores_gemma":[0.9972915,0.001971647,0.0001390262,0.0003509898,0.00005669635,0.0001901559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002172865,0.0008162247,0.8843891,0.00003098089,0.00004162288,0.005124126,0.0007209294,0.00008006623,0.0651511,0.0001397646,0.004250675,0.03903814],"study_design_scores_gemma":[0.002641272,0.001007543,0.4411793,0.0001258114,0.00005126542,0.0003227869,0.0006791967,0.00009271791,0.1216126,0.0001184627,0.4319531,0.000215961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909477,0.0008596758,7.788997e-7,0.006787184,0.0009023905,0.0003357296,0.00002580423,0.0000450897,0.00009565459],"genre_scores_gemma":[0.9974574,0.001389774,0.0001125541,0.0007381692,0.00005569153,0.000179142,0.00002326066,0.00001956834,0.00002437521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4432098,"threshold_uncertainty_score":0.9348495,"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."}}