{"id":"W4212821842","doi":"10.1177/10935266211018928","title":"Ependymal Tumors","year":2022,"lang":"en","type":"article","venue":"Pediatric and Developmental Pathology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Grading (engineering); Ependymoma; Pathology; Medicine; Epigenetics; Spinal cord; Population; Brain tumor; Bioinformatics; Biology; Neuroscience; 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":[0.0001715249,0.0005622486,0.0003448685,0.0009309119,0.0004687285,0.0008343339,0.0003771429,0.0005163919,0.004090262],"category_scores_gemma":[0.0009510729,0.0001020751,0.0002411314,0.0007478202,0.000496337,0.0007588801,0.0008451918,0.0007471709,0.002310476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003971625,"about_ca_system_score_gemma":0.0005551079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101741,"about_ca_topic_score_gemma":0.001451284,"domain_scores_codex":[0.9998133,0.0000164883,0.00002120403,0.00003441534,0.00006671678,0.00004789942],"domain_scores_gemma":[0.9997951,0.00004331592,0.00004542739,0.00002258605,0.00005418431,0.00003928299],"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":[0.0003986027,0.00009917466,0.05336198,0.001855103,0.0001224552,0.1386625,0.0004501864,0.001100074,0.03716547,0.03185698,0.02550813,0.7094193],"study_design_scores_gemma":[0.00004092375,0.0001597811,0.05287528,0.0009119544,0.0001230911,0.4212181,0.0005222737,0.001003489,0.0313487,0.01151235,0.4802406,0.00004337023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3489764,0.1793782,0.06856398,0.004068494,0.002548946,0.0007240867,0.004540056,0.001394323,0.3898056],"genre_scores_gemma":[0.8626738,0.05919654,0.02705955,0.001723589,0.0009524529,0.0002056064,0.002715543,0.0001441852,0.04532874],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.004090262,"threshold_uncertainty_score":0.01368326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192441493985372,"score_gpt":0.2331588251698597,"score_spread":0.221234410230006,"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."}}