{"id":"W4402277676","doi":"10.1037/dev0001804","title":"Exploring background aperiodic electroencephalography (EEG) activity in the Bucharest Early Intervention Project.","year":2024,"lang":"en","type":"article","venue":"Developmental Psychology","topic":"Language Development and Disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"John D. and Catherine T. MacArthur Foundation; National Institute of Mental Health; Palix Foundation; Jacobs Foundation; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Binder Family Foundation","keywords":"Electroencephalography; Psychology; Intervention (counseling); Developmental psychology; Cognitive psychology; Neuroscience; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006869913,0.0003019937,0.0002290239,0.0007041836,0.0001324303,0.0001680667,0.0004866493,0.0001451018,0.0008170048],"category_scores_gemma":[0.00001350573,0.0002370589,0.0001477404,0.001444721,0.0001598199,0.0004806717,0.0000646478,0.0005612494,0.0009283579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103006,"about_ca_system_score_gemma":0.00005503137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00059472,"about_ca_topic_score_gemma":0.0006084752,"domain_scores_codex":[0.9975929,0.0003339332,0.00039443,0.0007396255,0.0002514547,0.000687608],"domain_scores_gemma":[0.9994797,0.0001171949,0.00005855039,0.0002791944,0.00001836977,0.00004703432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001123818,0.002260359,0.1283879,0.0001842348,0.000691205,0.00214529,0.1465765,2.767441e-7,0.005727088,0.01331448,0.02452516,0.6750637],"study_design_scores_gemma":[0.001308721,0.0002525827,0.9522591,0.00007721401,0.00001640589,0.0002522278,0.009921113,0.000002494659,0.00007009985,0.0006256572,0.03480724,0.0004071445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595549,0.0008633969,0.0003778355,0.0007497934,0.002228007,0.0005737225,0.00000682444,0.0001913004,0.03545427],"genre_scores_gemma":[0.9971914,0.0001253058,0.0003250874,0.0008260871,0.00008502617,0.0009737137,0.00005828513,0.00003828371,0.0003767924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8238712,"threshold_uncertainty_score":0.9998496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1346081650158254,"score_gpt":0.3760396476511531,"score_spread":0.2414314826353276,"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."}}