{"id":"W4417197094","doi":"10.3390/diagnostics15243144","title":"Histopathological Assessment of Cellular Heterogeneity in Pediatric Ependymomas","year":2025,"lang":"en","type":"article","venue":"Diagnostics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Glial fibrillary acidic protein; Ependymoma; Immunohistochemistry; Histology; H&E stain; Transcriptome; Central nervous system; Pathological; Subependymal zone","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":[0.0001590911,0.0001263835,0.0003488224,0.0002245807,0.00002254839,0.000005472256,0.00007006466,0.00009912163,0.00003671763],"category_scores_gemma":[0.0004018942,0.0001050828,0.0001020766,0.0003342592,0.0000391892,0.00001631238,0.00006399795,0.0001282348,0.000008469484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329416,"about_ca_system_score_gemma":0.0001083898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002627111,"about_ca_topic_score_gemma":0.00002172124,"domain_scores_codex":[0.9990221,0.00004949626,0.0003320525,0.0002308521,0.0001792396,0.0001862757],"domain_scores_gemma":[0.9990952,0.000423032,0.00006846771,0.0002812719,0.00006615018,0.00006586624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001071133,0.001764058,0.9920194,0.00009970693,0.00001682091,0.001079012,0.000014194,0.00002796082,0.0006679663,0.002860663,0.0007438042,0.0006956642],"study_design_scores_gemma":[0.001459254,0.0002178273,0.9866831,0.0000612415,0.0002167447,0.000008289465,0.00001039028,0.0001348812,0.0103601,0.0002096953,0.0005658872,0.00007254872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930423,0.002185215,0.0003228499,0.0004760834,0.000204705,0.0003452784,0.00001397107,0.000020959,0.00338862],"genre_scores_gemma":[0.9968078,0.001343453,0.001479138,0.0001970374,0.00003803923,0.00006389927,0.00003244661,0.000007365123,0.00003082205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00969213,"threshold_uncertainty_score":0.4285153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825865755151844,"score_gpt":0.3187778495971437,"score_spread":0.3005191920456252,"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."}}