{"id":"W3148436759","doi":"10.1016/j.bandl.2021.104940","title":"Language measurement in childhood epilepsy: A review","year":2021,"lang":"en","type":"review","venue":"Brain and Language","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Trent University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Epilepsy; Psychosocial; Psychology; Etiology; Developmental psychology; Clinical psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009757872,0.0004060951,0.002220728,0.0002119696,0.00003405177,0.00002806621,0.000110477,0.0001805665,0.0007143611],"category_scores_gemma":[0.000878209,0.0002805933,0.0004396532,0.0004375941,0.00004160066,0.00002762255,0.0001050735,0.0005702326,0.00009514816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002034848,"about_ca_system_score_gemma":0.0005591461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001166408,"about_ca_topic_score_gemma":0.0001473669,"domain_scores_codex":[0.9975523,0.0003795695,0.0005193435,0.0005487853,0.0005632068,0.000436845],"domain_scores_gemma":[0.9987848,0.000149657,0.0001152952,0.0006010561,0.00004743737,0.0003016951],"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":[0.00000329219,0.0002899357,0.00003620681,0.05535173,0.0002388161,0.003513271,0.0004183083,8.656856e-10,0.000001089641,0.0000346435,0.006482223,0.9336305],"study_design_scores_gemma":[0.0008612702,0.0001241953,0.0003000508,0.1930857,0.0005866191,0.0005110688,0.0002069793,1.266817e-7,0.000001439699,0.000001195456,0.8040946,0.0002267961],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003123165,0.9929178,9.544452e-7,0.0008346732,0.00003743819,0.001926843,0.00005023133,0.0000422647,0.004158589],"genre_scores_gemma":[0.00003577461,0.9958509,0.0001060807,0.001477933,0.0001658883,0.0003070457,0.0005210232,0.00005723465,0.001478123],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9334037,"threshold_uncertainty_score":0.9999646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04770150355580902,"score_gpt":0.374648235846972,"score_spread":0.326946732291163,"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."}}