{"id":"W1973503703","doi":"10.1177/1087054712457992","title":"Future Research Directions in Sleep and ADHD","year":2012,"lang":"en","type":"article","venue":"Journal of Attention Disorders","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Izaak Walton Killam Health Centre; Dalhousie University; McGill University; Douglas Mental Health University Institute; Douglas College","funders":"","keywords":"Neurotransmitter systems; Psychology; Sleep (system call); Wakefulness; Arousal; Affect (linguistics); Mood; Cognition; Attention deficit hyperactivity disorder; Psychiatry; Clinical psychology; Neuroscience; Electroencephalography; Dopamine","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":[0.001169743,0.00009655378,0.0002363139,0.0006855732,0.00009979829,0.00002241762,0.0000510424,0.0001005644,0.0002300682],"category_scores_gemma":[0.0002276517,0.00008363662,0.0001303949,0.0005867442,0.00008887159,0.0005587615,0.00002959345,0.000660072,0.00002955005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000858435,"about_ca_system_score_gemma":0.00004254834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002345428,"about_ca_topic_score_gemma":0.0000540537,"domain_scores_codex":[0.9985517,0.0001762359,0.0003715443,0.0001078894,0.0004891842,0.0003034915],"domain_scores_gemma":[0.9992066,0.0000911647,0.0001564927,0.0001237609,0.0002447569,0.0001771931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001713424,0.00115031,0.9499542,0.00006229721,0.00008327977,0.000008359691,0.0009378836,0.000005009302,0.00228621,0.0002882019,0.001617494,0.04343546],"study_design_scores_gemma":[0.00180287,0.0001844777,0.9323673,0.00008322922,0.0000576675,0.0002802998,0.01911237,0.00003523441,0.000008452565,0.0001808508,0.04580105,0.00008616475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816071,0.004968526,0.0001136233,0.0107301,0.0005880399,0.0001797587,9.928623e-7,0.00001090283,0.001800972],"genre_scores_gemma":[0.9962829,0.00215998,0.0003212774,0.00006907553,0.0005194847,0.000005490935,0.000002648589,0.00001826557,0.0006208454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04418355,"threshold_uncertainty_score":0.3410603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06244831978899928,"score_gpt":0.3910577781608316,"score_spread":0.3286094583718324,"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."}}