{"id":"W4404426221","doi":"10.21203/rs.3.rs-5066543/v1","title":"Sex differences in electrical activity of the brain during sleep: a systematic review of electroencephalographic findings across the human lifespan","year":2024,"lang":"en","type":"review","venue":"Research Square","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Electroencephalography; Sleep (system call); Brain activity and meditation; Neuroscience; Psychology; Human brain; Audiology; Developmental psychology; Clinical psychology; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002998819,0.0009816166,0.004777101,0.005780496,0.0002558203,0.001583585,0.001079674,0.001008121,0.002856887],"category_scores_gemma":[0.0149761,0.0004884611,0.003918905,0.006927791,0.0006411289,0.001236433,0.001183843,0.0007323243,0.0002549369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009306383,"about_ca_system_score_gemma":0.004004213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007087215,"about_ca_topic_score_gemma":0.01996682,"domain_scores_codex":[0.9982561,0.0003253338,0.0007615999,0.0003361815,0.0002692945,0.00005148058],"domain_scores_gemma":[0.9888679,0.00851266,0.001757002,0.0001571695,0.0006004416,0.0001047607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003445086,0.00002587888,0.005209275,0.7312369,0.01794272,0.0002404851,0.0002510985,0.0002289479,0.0005461384,0.0003956427,0.003055962,0.2405225],"study_design_scores_gemma":[0.0003156244,0.0003816747,0.06312466,0.7003767,0.1491278,0.002001689,0.0007999087,0.0001379324,0.0005339836,0.001199976,0.08183506,0.0001648918],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000547632,0.9990519,0.00005432863,0.0000545278,0.00003209642,0.00001417707,0.0001801838,0.000001506572,0.00006371663],"genre_scores_gemma":[0.004349674,0.9951449,0.0001638907,0.0001165164,0.00003895883,0.00002841907,0.0001211759,0.000001587889,0.00003476748],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007087215,"threshold_uncertainty_score":0.01585943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163731723035287,"score_gpt":0.4482312317583946,"score_spread":0.3318580594548659,"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."}}