{"id":"W3191056191","doi":"10.3390/cancers13164060","title":"Matching Quantitative MRI Parameters with Histological Features of Treatment-Naïve IDH Wild-Type Glioma","year":2021,"lang":"en","type":"article","venue":"Cancers","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Goethe-Universität Frankfurt am Main; Dr. Senckenbergische Stiftung","keywords":"Pathology; Magnetic resonance imaging; Gadolinium; Relaxation (psychology); Glioma; Biopsy; Chemistry; Lactate dehydrogenase; Nuclear magnetic resonance; Nuclear medicine; Medicine; Radiology; Enzyme; Internal medicine; Cancer research; Physics","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":[0.0002962792,0.0002319371,0.000193933,0.0006349855,0.0000834646,0.0002119692,0.0001245148,0.0002366213,0.0006967962],"category_scores_gemma":[0.0007958804,0.00009102416,0.0001070178,0.0002172998,0.0002134904,0.0001891952,0.0000952164,0.0001272241,0.0001997055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594159,"about_ca_system_score_gemma":0.00008209771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004335449,"about_ca_topic_score_gemma":0.0004987338,"domain_scores_codex":[0.9999155,0.00001601221,0.00001199098,0.00002717889,0.00001620314,0.0000130765],"domain_scores_gemma":[0.9996271,0.00009366817,0.0001486013,0.00004759895,0.00004974588,0.00003334743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003105597,0.0001186292,0.5773055,0.0002034547,0.0001928662,0.001557912,0.0002860209,0.001289048,0.3877244,0.0001413287,0.000215775,0.02785949],"study_design_scores_gemma":[0.00002241847,0.000556663,0.9640509,0.000005684344,0.00009626745,0.003788082,0.0001468909,0.001462538,0.02922807,0.0001313578,0.0004976593,0.00001353397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978668,0.0002795145,0.001310574,0.000009975949,0.000003690419,0.000009470871,0.0001269672,0.0000190815,0.000373907],"genre_scores_gemma":[0.9992156,0.00005204131,0.000478255,0.000004819351,0.000003523281,0.000005733391,0.0001429119,0.000006211726,0.00009076649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006967962,"threshold_uncertainty_score":0.002331078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483748793818579,"score_gpt":0.3096498869180919,"score_spread":0.2748123989799061,"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."}}