{"id":"W4308977007","doi":"10.1093/neuonc/noac209.646","title":"NIMG-28. USE OF NEUROIMAGING TECHNIQUES IN GLIOMA PATIENTS – RESULTS OF AN INTERNATIONAL SURVEY ON BEHALF OF THE EORTC BRAIN TUMOR GROUP","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Neuroimaging; Medicine; Glioma; Nuclear medicine; Magnetic resonance imaging; Diffusion MRI; Radiology; Medical physics; Psychiatry","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":[0.001043497,0.0001728308,0.0001992882,0.001476341,0.0001636086,0.0003738712,0.0002335777,0.000307257,0.001259306],"category_scores_gemma":[0.002628753,0.00008693958,0.0002637938,0.001440732,0.0002179705,0.0004604097,0.0005118842,0.0002484486,0.0004206923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002988016,"about_ca_system_score_gemma":0.0002518852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003167824,"about_ca_topic_score_gemma":0.002296956,"domain_scores_codex":[0.999249,0.000268068,0.000131346,0.00008842703,0.0001537976,0.0001092178],"domain_scores_gemma":[0.9967008,0.0004603325,0.002055402,0.00007859882,0.0003298874,0.0003749625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003402116,0.00002610553,0.9971656,0.00002198241,0.00001291883,0.00003093832,0.000163372,0.0000294114,0.0001138628,0.00001013113,0.000294367,0.002097368],"study_design_scores_gemma":[0.000002035072,0.00005195992,0.9985582,0.000008387056,0.000004889823,0.0001021568,0.0006089019,0.00007371997,0.00004671942,0.000005412401,0.0005352187,0.000002409477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954267,0.0003405036,0.00006331378,0.000187096,0.00001094044,0.00003183714,0.001837672,0.000007645543,0.002094334],"genre_scores_gemma":[0.9979613,0.0002946072,0.0001191722,0.0000897411,0.00001342,0.00004406762,0.001135135,0.000004574695,0.0003379269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003167824,"threshold_uncertainty_score":0.00629878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03567239975750561,"score_gpt":0.3169352618992086,"score_spread":0.281262862141703,"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."}}