{"id":"W4312116188","doi":"10.1101/lm.053649.122","title":"Sleep spindles and slow waves are physiological markers for age-related changes in gray matter in brain regions supporting problem-solving skills","year":2022,"lang":"en","type":"article","venue":"Learning & Memory","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; University of Ottawa","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada","keywords":"Psychology; Nap; Memory consolidation; Sleep spindle; Neuroscience; Slow-wave sleep; Audiology; Hippocampus; Electroencephalography; Medicine","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":[0.001184002,0.0001807403,0.0002947461,0.0003618929,0.0005047361,0.00007200328,0.0002709226,0.00007642394,0.0002767692],"category_scores_gemma":[0.001794146,0.0001678201,0.00006144879,0.00054784,0.0001916481,0.0001224486,0.0003616672,0.0009417464,0.000009448286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007954732,"about_ca_system_score_gemma":0.00001871762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005487459,"about_ca_topic_score_gemma":0.00007658861,"domain_scores_codex":[0.997184,0.0008719121,0.0003062583,0.0006559694,0.0002985288,0.0006833694],"domain_scores_gemma":[0.9985305,0.001023316,0.0001842245,0.0001700887,0.00001420071,0.00007763558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003176194,0.0005319245,0.1654045,0.0003825249,0.00002480202,0.001041953,0.01256406,0.01941134,0.7515203,0.0002920061,0.001954765,0.0465542],"study_design_scores_gemma":[0.006750126,0.001405817,0.8811596,0.0007679659,0.00003283006,0.0002250641,0.02421625,0.02986072,0.04369488,0.005680859,0.004329447,0.001876465],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939924,0.00006309143,0.00003685549,0.004590216,0.00009452842,0.000678682,0.000006265896,0.00006873472,0.0004691701],"genre_scores_gemma":[0.9965672,0.00001602067,0.0001497408,0.0008022554,0.00003459782,0.0003691891,0.00001327067,0.00003626095,0.002011394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.715755,"threshold_uncertainty_score":0.6843506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02770111670905995,"score_gpt":0.2918850248816614,"score_spread":0.2641839081726015,"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."}}