{"id":"W2953568660","doi":"10.1186/s13229-019-0280-6","title":"Mechanisms underlying the EEG biomarker in Dup15q syndrome","year":2019,"lang":"en","type":"article","venue":"Molecular Autism","topic":"Genetics and Neurodevelopmental Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège de Maisonneuve","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Mental Health; Foundation for Prader-Willi Research","keywords":"Angelman syndrome; Electroencephalography; Medicine; UBE3A; Autism; Neurodevelopmental disorder; Neurology; Neuroscience; Cohort; Bioinformatics; Psychology; Genetics; Internal medicine; Biology; Psychiatry; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001695219,0.0003854592,0.0002496387,0.0004420034,0.00008025138,0.0001544362,0.000160084,0.0002220282,0.0009383601],"category_scores_gemma":[0.0005847026,0.0001288232,0.0001515463,0.0003072181,0.0002890917,0.0001405712,0.0002435183,0.0002740867,0.0001113915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717848,"about_ca_system_score_gemma":0.00009580467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001214422,"about_ca_topic_score_gemma":0.001443658,"domain_scores_codex":[0.9998621,0.00002499705,0.00001870768,0.00003881385,0.00003520274,0.00002020201],"domain_scores_gemma":[0.9998187,0.00004666628,0.00007304379,0.0000148468,0.00002054422,0.0000261866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007606287,0.00003452082,0.04622969,0.0001090132,0.00006748183,0.003906691,0.0002365053,0.0001842794,0.9364763,0.0001015628,0.0001059512,0.01178756],"study_design_scores_gemma":[0.0000327456,0.0004168209,0.9104968,0.00001996423,0.00006779258,0.01386508,0.0001494771,0.000536994,0.07379137,0.0001445107,0.0004707443,0.000007683117],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979033,0.0005949967,0.0009499469,0.00004657529,0.000005159573,0.00001263156,0.000124953,0.00002679056,0.0003355737],"genre_scores_gemma":[0.9988658,0.0002982321,0.0005051393,0.00003202352,0.000004429209,0.00001233302,0.0001610768,0.000005530922,0.0001153626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001214422,"threshold_uncertainty_score":0.003139138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108041895772706,"score_gpt":0.2334245422792923,"score_spread":0.2223441233215652,"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."}}