{"id":"W4200544426","doi":"10.20944/preprints201908.0208.v2","title":"Pitfalls in Sleep and Memory Research and How to Avoid Them: A Consensus Paper","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; Magyar Tudományos Akadémia; Hungarian Scientific Research Fund; CHIST-ERA; Agence Nationale de la Recherche","keywords":"Forgetting; Memory consolidation; Sleep (system call); Task (project management); Computer science; Cognitive psychology; Declarative memory; Cognitive science; Reliability (semiconductor); Psychology; Neuroscience; Cognition","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2541903,0.00264629,0.006869924,0.005410399,0.00566667,0.01452308,0.01136771,0.02462949,0.00439999],"category_scores_gemma":[0.3961457,0.00167016,0.005352781,0.006229048,0.02594208,0.03235494,0.01460778,0.04718066,0.003887502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008202723,"about_ca_system_score_gemma":0.03364287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004576244,"about_ca_topic_score_gemma":0.004677447,"domain_scores_codex":[0.8360263,0.07813557,0.03716021,0.01520356,0.03061561,0.002858777],"domain_scores_gemma":[0.4639752,0.3667017,0.01675348,0.023097,0.1185706,0.01090201],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003970882,0.0001766023,0.00114501,0.02298501,0.001015432,0.0007403671,0.005093375,0.0009393517,0.0006993776,0.1156403,0.3957454,0.4554227],"study_design_scores_gemma":[0.0001719592,0.0001644312,0.0008174501,0.04770662,0.000480875,0.0007139486,0.004618902,0.0008656625,0.000565405,0.3973611,0.5462554,0.0002782563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003496293,0.2677155,0.01919776,0.6584526,0.05300837,0.0001438151,0.000106208,0.0001541721,0.000871988],"genre_scores_gemma":[0.01461766,0.303626,0.101074,0.4954167,0.0807772,0.001445436,0.0003626964,0.0004807312,0.002199593],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7458097,"threshold_uncertainty_score":0.9197161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3481963596370219,"score_gpt":0.4161033113437342,"score_spread":0.06790695170671229,"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."}}