{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005082071,0.0003469179,0.0003341288,0.0007241988,0.0001114923,0.0004543692,0.0001352761,0.0003125586,0.000458849],"category_scores_gemma":[0.003139323,0.0001518211,0.0001607891,0.0002074997,0.0002009287,0.0003510513,0.0002072755,0.0001950412,0.0001891569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001758081,"about_ca_system_score_gemma":0.0001324552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116902,"about_ca_topic_score_gemma":0.001787002,"domain_scores_codex":[0.9997445,0.00007348888,0.00003553056,0.00004243029,0.00006740825,0.00003658627],"domain_scores_gemma":[0.9989286,0.0004168941,0.0002501372,0.00006624324,0.0001917195,0.0001463379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009040716,0.0000266801,0.9784104,0.0000254668,0.00004358441,0.0003096314,0.00003659366,0.0003217134,0.004072804,0.00001547205,0.00012491,0.01570862],"study_design_scores_gemma":[0.00002434139,0.0009714619,0.9797744,0.0000233309,0.0001251221,0.004208328,0.0001629834,0.006819735,0.007242635,0.00008379622,0.000539284,0.00002472716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979594,0.0007015108,0.0007406767,0.00003616155,0.0000100865,0.000007665879,0.00008498212,0.00002383508,0.0004357545],"genre_scores_gemma":[0.9990971,0.0001137756,0.0006009403,0.000009387915,0.000007669607,0.00000272253,0.00008335691,0.000002400701,0.00008282764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001116902,"threshold_uncertainty_score":0.002687693,"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."}}