{"id":"W4400404052","doi":"10.1007/s00381-024-06522-5","title":"Applications of machine learning to MR imaging of pediatric low-grade gliomas","year":2024,"lang":"en","type":"review","venue":"Child s Nervous System","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Computer science; Medical physics; Medicine; Artificial intelligence; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006127566,0.0007054419,0.001490968,0.002367588,0.0001397388,0.0008199934,0.0006721254,0.0006273776,0.002064269],"category_scores_gemma":[0.00137374,0.0002298323,0.0008064635,0.002275302,0.0003043552,0.0007892539,0.0004555673,0.001224102,0.000778481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005383762,"about_ca_system_score_gemma":0.0009277314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002055363,"about_ca_topic_score_gemma":0.003629349,"domain_scores_codex":[0.9998324,0.00003220667,0.0000318652,0.00003437605,0.00005680515,0.00001237901],"domain_scores_gemma":[0.9992613,0.000468125,0.00009007766,0.00001390613,0.0001386888,0.00002786816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004889759,0.00004407514,0.0002641171,0.01945379,0.0002397745,0.0001067568,0.00002954069,0.0007372808,0.0006400344,0.001505996,0.009870957,0.9670588],"study_design_scores_gemma":[0.00006138185,0.0002593017,0.004573587,0.02076065,0.001153206,0.002536585,0.0001038357,0.001151895,0.001574493,0.004665148,0.9630842,0.00007579907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000971617,0.9992974,0.0001354717,0.00008925673,0.00004870529,0.000002445945,0.00001123146,0.000003373805,0.0003148535],"genre_scores_gemma":[0.0008598185,0.9984972,0.0002825749,0.0000896908,0.00008631454,0.00000259213,0.00002550071,0.000001134921,0.0001551318],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002367588,"threshold_uncertainty_score":0.006905615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01614371083878509,"score_gpt":0.2979034884492193,"score_spread":0.2817597776104342,"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."}}