{"id":"W3203300941","doi":"10.1162/jocn_a_01780","title":"Learning at Variable Attentional Load Requires Cooperation of Working Memory, Meta-learning, and Attention-augmented Reinforcement Learning","year":2021,"lang":"en","type":"article","venue":"Journal of Cognitive Neuroscience","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Institute of Mental Health; Radboud Universiteit; National Institutes of Health; Vanderbilt University","keywords":"Psychology; Cognitive psychology; Working memory; Reinforcement learning; Reinforcement; Weighting; Set (abstract data type); Artificial intelligence; Computer science; Cognition; Neuroscience; Social psychology","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":[0.0008760794,0.0006081446,0.0005960421,0.0002609972,0.0002383376,0.001112168,0.0008323039,0.0005413837,0.0006825309],"category_scores_gemma":[0.002373531,0.0004026159,0.0005306041,0.0001725949,0.0008928959,0.001500746,0.001049605,0.00092566,0.0001228928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005141593,"about_ca_system_score_gemma":0.0006938758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130852,"about_ca_topic_score_gemma":0.001446122,"domain_scores_codex":[0.9997407,0.00006568267,0.00002431414,0.00007736292,0.00004551611,0.00004645015],"domain_scores_gemma":[0.9988192,0.0003089313,0.0002378612,0.0003730775,0.0001177439,0.0001431112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006904294,0.0006007651,0.04082629,0.000252717,0.0007458156,0.000451021,0.0006006958,0.222208,0.5737163,0.01638011,0.0004505017,0.1430774],"study_design_scores_gemma":[0.00005892489,0.0007942648,0.02370461,0.00001826218,0.0001660889,0.0001971032,0.0001022974,0.8617131,0.07650159,0.03569337,0.0009807795,0.00006952206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9007191,0.0001027961,0.09748449,0.0001563903,0.00001171198,0.00002739597,0.00002227506,0.0002417445,0.001234124],"genre_scores_gemma":[0.9884894,0.00004478572,0.01109752,0.0000175198,0.000003392228,0.00002660417,0.00001684696,0.00001699511,0.0002867767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00130852,"threshold_uncertainty_score":0.004633248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1618518052741716,"score_gpt":0.3634835097070214,"score_spread":0.2016317044328498,"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."}}