{"id":"W1781293874","doi":"10.1016/j.nlm.2015.10.004","title":"How to become an expert: A new perspective on the role of sleep in the mastery of procedural skills","year":2015,"lang":"en","type":"article","venue":"Neurobiology of Learning and Memory","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Psychology; Electroencephalography; Sleep (system call); Eye movement; Task (project management); Sleep spindle; Cognition; Audiology; Cognitive psychology; Scalp; Contingent negative variation; Rapid eye movement sleep; Slow-wave sleep; Neuroscience; Medicine; Computer science","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":[0.001778304,0.0003075976,0.0003971296,0.0005118291,0.000734281,0.002430183,0.0009495482,0.002128702,0.003666556],"category_scores_gemma":[0.002664016,0.0001425149,0.0003234087,0.0003649606,0.005983642,0.004844423,0.001371828,0.003541878,0.0005043616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007861239,"about_ca_system_score_gemma":0.003072678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003404178,"about_ca_topic_score_gemma":0.006691846,"domain_scores_codex":[0.9994982,0.0001762459,0.00002237717,0.00009207834,0.0001167019,0.00009432712],"domain_scores_gemma":[0.99836,0.0009745731,0.0001119052,0.00009604356,0.00019164,0.0002658603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002677227,0.0003493245,0.005119689,0.001717646,0.00009693547,0.0009581788,0.01889728,0.001044072,0.01807122,0.3972812,0.02494437,0.5312523],"study_design_scores_gemma":[0.00005046519,0.0005834911,0.02193193,0.001912017,0.00005994233,0.002149318,0.01433192,0.001898714,0.006942824,0.6522634,0.2977319,0.0001441272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1113678,0.3140049,0.07389782,0.3368993,0.006508913,0.0001082665,0.0002834808,0.0001410829,0.1567885],"genre_scores_gemma":[0.7253109,0.1883183,0.02938527,0.02080198,0.003721369,0.0001415376,0.00008762562,0.00009847346,0.03213445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003666556,"threshold_uncertainty_score":0.01226586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04291622969257591,"score_gpt":0.3126320628349959,"score_spread":0.26971583314242,"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."}}