{"id":"W4404120920","doi":"10.24908/qap.v1i2.17213","title":"To Hear or Not to Hear: Cognitive Load Theory and Learning","year":2024,"lang":"en","type":"article","venue":"Qapsule Queen s Undergraduate Health Sciences Journal","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Cognitive load; Cognitive psychology; Psychology; Cognition; Cognitive science; Neuroscience","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.009812626,0.0001689159,0.0002481141,0.0002763576,0.003798415,0.0009831781,0.0003064547,0.00004951246,0.0002589314],"category_scores_gemma":[0.001068274,0.0001230409,0.00006540876,0.0008792856,0.0004656229,0.0004689095,0.0001052391,0.0005248557,0.0002088409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00054023,"about_ca_system_score_gemma":0.002576859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001613955,"about_ca_topic_score_gemma":0.0005335353,"domain_scores_codex":[0.9958625,0.001047383,0.0004058252,0.0004620723,0.001456592,0.0007656513],"domain_scores_gemma":[0.997678,0.001093375,0.000100252,0.0000675559,0.0000902406,0.0009706185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005282912,0.0003296897,0.02968137,0.0001614036,0.0001853606,0.0001188268,0.2653705,0.0008370918,0.0000592033,0.3952971,0.03595685,0.2714743],"study_design_scores_gemma":[0.0007423029,0.003382569,0.09973181,0.001369953,0.00005351527,0.0001717717,0.1737772,0.0001509861,0.00002544227,0.03587145,0.6837615,0.0009615028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3702382,0.001172772,0.004749353,0.610808,0.00220422,0.0008506056,0.00001141843,0.000126071,0.009839376],"genre_scores_gemma":[0.9564852,0.00229258,0.001968607,0.01428217,0.0005715898,0.00001550321,7.957777e-7,0.0000170811,0.02436654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6478047,"threshold_uncertainty_score":0.9974985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04731148573223654,"score_gpt":0.4337808852550281,"score_spread":0.3864693995227915,"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."}}