{"id":"W4416640577","doi":"10.1016/j.procs.2025.10.178","title":"Sleep, Neuromodulation, and Avoiding Forgetting","year":2025,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"Acadia University","keywords":"Forgetting; Construct (python library); Obstacle; Associative property; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008238406,0.0007554902,0.0006261685,0.0003822052,0.0003538625,0.0007630555,0.001272856,0.0007319626,0.0009469832],"category_scores_gemma":[0.004294802,0.0002898468,0.0006464057,0.0002248619,0.001546352,0.001781574,0.001247584,0.001227689,0.0002177275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335588,"about_ca_system_score_gemma":0.0006425495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274809,"about_ca_topic_score_gemma":0.001478927,"domain_scores_codex":[0.9997295,0.00005162376,0.00002821512,0.00007530119,0.00007493419,0.00004044097],"domain_scores_gemma":[0.9984699,0.0005973324,0.0002815879,0.0003643678,0.0002054861,0.00008128471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003723227,0.0001605517,0.005294469,0.0007604233,0.0003706154,0.0004467645,0.0003108031,0.5614026,0.03686709,0.1344685,0.003039307,0.2565067],"study_design_scores_gemma":[0.00002897747,0.0003565971,0.001487891,0.00008611211,0.00008019048,0.0002865325,0.00003962027,0.8064682,0.01307635,0.1751737,0.002866136,0.00004967879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08960117,0.002973069,0.9013125,0.001199228,0.0002472908,0.00003540637,0.00008111118,0.0008076372,0.00374262],"genre_scores_gemma":[0.9436805,0.001856872,0.05165141,0.0002874292,0.0001509382,0.00005422212,0.00009284989,0.00008158488,0.002144313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001274809,"threshold_uncertainty_score":0.004356921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02408234217557847,"score_gpt":0.29530126899047,"score_spread":0.2712189268148915,"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."}}