{"id":"W3208611051","doi":"10.3390/brainsci11111425","title":"Sleep Instability Correlates with Attentional Impairment in Boys with Attention Deficit Hyperactivity Disorder","year":2021,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Rivière-des-Prairies","funders":"Canadian Institutes of Health Research","keywords":"Polysomnography; Psychology; Arousal; Attention deficit hyperactivity disorder; Audiology; Sleep (system call); Sleep Stages; Sleep disorder; Insomnia; Clinical psychology; Psychiatry; Electroencephalography; Medicine; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.0008597788,0.0001498208,0.0001671965,0.0001475851,0.000466907,0.0002058771,0.0002874038,0.00004358034,0.0002139851],"category_scores_gemma":[0.0006681681,0.0001013447,0.00004391779,0.001771746,0.0008240715,0.000709437,0.0001225778,0.0002311166,0.00003349459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000727861,"about_ca_system_score_gemma":0.0002604614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001305783,"about_ca_topic_score_gemma":0.001207085,"domain_scores_codex":[0.997101,0.0003611181,0.0001927431,0.0008126053,0.001064773,0.0004677784],"domain_scores_gemma":[0.9987567,0.0007563801,0.00007140661,0.0002367049,0.00008547756,0.00009331721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007612127,0.0005605184,0.9773487,0.00001347395,0.000003177305,0.0000675078,0.0000603903,0.001163007,0.01502672,0.001661386,0.000008146523,0.004010873],"study_design_scores_gemma":[0.001025781,0.0003730406,0.9851169,0.00004527735,0.000004785481,0.0001104236,0.001100479,0.006635114,0.004787956,0.0004340705,0.0001337069,0.0002324511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933813,0.00003666325,0.000775998,0.003429883,0.00009670042,0.0002740346,0.000009709742,0.00003675339,0.00195891],"genre_scores_gemma":[0.9992558,0.000005838747,0.000236421,0.0001724436,0.0000165982,0.00006424943,0.000003755044,0.000008113067,0.0002367795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01023876,"threshold_uncertainty_score":0.4132718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306814995316172,"score_gpt":0.2983860595212105,"score_spread":0.2653179095680488,"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."}}