{"id":"W4385417249","doi":"10.1038/s42003-023-05168-4","title":"Comparative analysis of multifaceted neural effects associated with varying endogenous cognitive load","year":2023,"lang":"en","type":"article","venue":"Communications Biology","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Research Grants Council, University Grants Committee","keywords":"Cognition; Computer science; Dynamics (music); Variation (astronomy); Task (project management); Cognitive neuroscience; Psychology; Cognitive psychology; Artificial intelligence; Neuroscience; Cognitive science; Engineering","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":[0.0003403901,0.000267704,0.0002637277,0.000622888,0.0001183055,0.0003533567,0.000123884,0.000200504,0.0014247],"category_scores_gemma":[0.003221074,0.0001207091,0.0001814434,0.0002957757,0.000325047,0.0004720931,0.0004382565,0.0002458997,0.0000910403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258784,"about_ca_system_score_gemma":0.0001000768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004243375,"about_ca_topic_score_gemma":0.0005874956,"domain_scores_codex":[0.9997908,0.00004440866,0.0000153556,0.00005807817,0.00005613856,0.00003513691],"domain_scores_gemma":[0.9988185,0.0006857619,0.0001871085,0.0001247272,0.00008799614,0.00009598316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004259858,0.000405786,0.08268639,0.0002753796,0.0002342092,0.0003287072,0.001198112,0.00245612,0.8362234,0.0009925923,0.0002106391,0.07072884],"study_design_scores_gemma":[0.00002355185,0.0004820472,0.9828688,0.00000633395,0.00005215547,0.0001728552,0.0001868066,0.003510047,0.0115199,0.0009501098,0.0002022698,0.00002533215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972139,0.00006604084,0.002000768,0.00001829592,0.000004377032,0.00001128445,0.00009365829,0.00001647289,0.0005752491],"genre_scores_gemma":[0.998801,0.00003545427,0.0008633726,0.000009025732,0.000006457842,0.00001985507,0.00009125382,0.000009547776,0.000164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0014247,"threshold_uncertainty_score":0.004766107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1386292313537916,"score_gpt":0.3455551888574448,"score_spread":0.2069259575036532,"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."}}