{"id":"W3153732611","doi":"10.1177/10935266211009101","title":"Pediatric Glial Tumors","year":2021,"lang":"en","type":"article","venue":"Pediatric and Developmental Pathology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Glioma; Oligodendroglial Tumor; Pathology; Immunohistochemistry; Medicine; Oligodendroglioma; Astrocytoma; Cancer research","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":[0.00008350149,0.0001671062,0.0002989827,0.0001448435,0.0001050827,0.00001554532,0.00003216197,0.0001031625,0.0002876087],"category_scores_gemma":[0.0001002353,0.0001452776,0.00006200949,0.0003355626,0.00003442562,0.00004136709,0.0001096923,0.0001158944,0.0002186116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005406789,"about_ca_system_score_gemma":0.0002945785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005420281,"about_ca_topic_score_gemma":0.000004055453,"domain_scores_codex":[0.9988802,0.00003320953,0.0002592482,0.0003798589,0.0001566786,0.00029081],"domain_scores_gemma":[0.9995084,0.00007516854,0.00005150505,0.0001040955,0.00006362229,0.0001971932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002643109,0.0003083193,0.9874265,0.0000545004,0.00001702943,0.006707683,0.0001726305,2.250339e-7,0.0003666275,0.0001501395,0.002336583,0.002433335],"study_design_scores_gemma":[0.002433596,0.0001383628,0.9881172,0.000003650778,0.0002311043,0.005928413,0.0002252726,0.000003122561,0.00137767,0.0001676504,0.001180996,0.0001929967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920632,0.003790807,0.00002464474,0.0003749228,0.0002376929,0.0001398554,0.00001117125,0.00005142047,0.003306295],"genre_scores_gemma":[0.9916616,0.002326904,0.004469666,0.0006076524,0.0005028144,0.00003650706,0.00006556362,0.00001697549,0.0003123208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004445022,"threshold_uncertainty_score":0.5924248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238285247886163,"score_gpt":0.2412435642084098,"score_spread":0.2288607117295481,"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."}}