{"id":"W4384108428","doi":"10.1093/noajnl/vdad071.019","title":"PREOPERATIVE DETERMINATION OF IDH STATUS AND GRADE IN GLIOMAS USING MRS","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":"University of Ottawa","funders":"","keywords":"Glioma; Choline; Area under the curve; Receiver operating characteristic; Internal medicine; Mutant; Metabolite; Medicine; Oncology; Nuclear medicine; Biology; Cancer research; Genetics; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007172603,0.00009029633,0.0002525216,0.0002493245,0.00003627448,0.000003560894,0.00002304865,0.00005448713,0.000008333939],"category_scores_gemma":[0.00016376,0.00007515808,0.00002402331,0.0003689995,0.0001074177,0.0001207942,0.00002973863,0.00007535217,0.000002969654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006161243,"about_ca_system_score_gemma":0.00005655491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000319634,"about_ca_topic_score_gemma":0.0001470845,"domain_scores_codex":[0.9992563,0.00007532239,0.0001885516,0.0002018613,0.00009487398,0.0001831227],"domain_scores_gemma":[0.9993915,0.0003545537,0.00008015818,0.00008242044,0.0000380641,0.00005330644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001620505,0.0004052855,0.7255676,0.00009044618,0.00002031429,0.0009404799,0.001918464,0.0002623934,0.2279694,0.0001895286,0.00002118129,0.04245288],"study_design_scores_gemma":[0.00619002,0.002681532,0.7476195,0.0001351583,0.0001471453,0.0002018404,0.001916825,0.005238048,0.2308604,0.0008696104,0.003964158,0.000175781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978037,0.001056146,0.000009808022,0.0004572346,0.0001459503,0.0003278263,0.000006421426,0.00002529234,0.0001676217],"genre_scores_gemma":[0.9976138,0.001125197,0.001087376,0.00009967711,0.00002134334,0.00003020206,0.000007954971,0.000009107005,0.000005308907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0422771,"threshold_uncertainty_score":0.3064857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03310530289261875,"score_gpt":0.3581008910417778,"score_spread":0.324995588149159,"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."}}