{"id":"W2985339418","doi":"10.1186/s40478-019-0834-z","title":"Pediatric methylation class HGNET-MN1: unresolved issues with terminology and grading","year":2019,"lang":"en","type":"review","venue":"Acta Neuropathologica Communications","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Cancer Research; Institut National Du Cancer","keywords":"Terminology; Grading (engineering); Class (philosophy); Medicine; Psychology; Computer science; Biology; Artificial intelligence; Linguistics; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003642133,0.0005438543,0.002018639,0.0004376326,0.0003231118,0.00005730036,0.0007736928,0.0003253343,0.00002754183],"category_scores_gemma":[0.0008594087,0.0003767377,0.000223543,0.0006078764,0.000327502,0.0001041541,0.001097633,0.001036533,0.0001218196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006745441,"about_ca_system_score_gemma":0.0001601859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007332835,"about_ca_topic_score_gemma":0.00001787114,"domain_scores_codex":[0.9969971,0.001053241,0.000755425,0.0006083077,0.0002212766,0.0003646306],"domain_scores_gemma":[0.9942552,0.002025891,0.0005789978,0.002861992,0.000155723,0.000122179],"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":[0.00002740348,0.000389443,0.003139163,0.01097994,0.0003717577,0.0002205969,0.0007051784,1.758006e-7,0.00005158439,0.0006248453,0.0006116691,0.9828783],"study_design_scores_gemma":[0.0004141517,0.0005371846,0.005950647,0.001296714,0.004842254,0.001080674,0.00008553379,0.00004066742,4.242508e-7,0.00004631254,0.9852514,0.0004539859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0021177,0.9906351,0.00001125501,0.00126553,0.0000797434,0.001807517,0.0000431951,0.0002110533,0.003828932],"genre_scores_gemma":[0.01085638,0.9850878,0.00268374,0.000157135,0.00008692332,0.0003130446,0.000218297,0.0000850681,0.0005116856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9846398,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1704968912223871,"score_gpt":0.3904109063188546,"score_spread":0.2199140150964674,"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."}}