{"id":"W4413242286","doi":"10.1162/opmi.a.15","title":"Successful Prediction Is Associated With Enhanced Encoding","year":2025,"lang":"en","type":"article","venue":"Open Mind","topic":"Memory and Neural Mechanisms","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; York University","funders":"","keywords":"Encoding (memory); Computer science; Surprise; Operationalization; Encoding specificity principle; Task (project management); Artificial intelligence; Recall; Cognitive psychology; Machine learning; Psychology; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001600817,0.00009066137,0.00012202,0.00005002932,0.000207618,0.0001560351,0.0003642153,0.00005064244,0.001727377],"category_scores_gemma":[0.0002634175,0.00007329571,0.00001831546,0.0003813641,0.00003070372,0.0003497927,0.0001132155,0.0001109853,0.0001255195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002948437,"about_ca_system_score_gemma":0.00005012186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002526521,"about_ca_topic_score_gemma":0.00001529795,"domain_scores_codex":[0.9990982,0.00008373143,0.0001319317,0.0003708981,0.000145726,0.0001694909],"domain_scores_gemma":[0.9995581,0.0001347237,0.00007163273,0.0001742805,0.00002252461,0.00003877453],"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":[0.00005678845,0.00003907933,0.00009666425,0.000002062065,0.000004362966,0.00001347152,0.0002245915,0.000005986357,0.9888263,0.00007279235,0.0001469138,0.01051094],"study_design_scores_gemma":[0.0004376592,0.0001036842,0.0001397922,0.0001002156,0.00001384244,0.000002719469,0.00006735339,0.0002947014,0.9976678,0.0002340653,0.0008606032,0.00007755738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9001806,0.000002017106,0.0004176361,0.000227008,0.0002516569,0.0003094098,0.00002356638,0.000006219018,0.09858193],"genre_scores_gemma":[0.9822589,0.000004267763,0.0001215183,0.0005463574,0.00001345569,0.00001888153,0.00000261573,0.000005374133,0.01702868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0820783,"threshold_uncertainty_score":0.9991852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08500505760371169,"score_gpt":0.3401638960558994,"score_spread":0.2551588384521877,"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."}}