{"id":"W2470583257","doi":"10.1111/bjet.12474","title":"Learning and assessment with images: A view of cognitive load through the lens of cerebral blood flow","year":2016,"lang":"en","type":"article","venue":"British Journal of Educational Technology","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Cognitive load; Task (project management); Cognition; Cerebral blood flow; Psychology; Cognitive psychology; Computer science; Neuroscience; Medicine; Cardiology","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":[],"consensus_categories":[],"category_scores_codex":[0.000266671,0.0001002491,0.0002777091,0.00009978819,0.00009264267,0.00001229312,0.000170078,0.00009356428,0.0008561605],"category_scores_gemma":[0.0007950214,0.00006623542,0.00005101134,0.0002646768,0.000767177,0.0001438147,0.00004374543,0.0004152651,0.000004838143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000166991,"about_ca_system_score_gemma":0.0004109172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004182013,"about_ca_topic_score_gemma":0.00001673256,"domain_scores_codex":[0.9989442,0.0001332894,0.0003795337,0.0001611349,0.0002173537,0.0001645058],"domain_scores_gemma":[0.9973383,0.0007735016,0.0006210929,0.00006089377,0.001181797,0.00002444206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003237668,0.001980538,0.1878746,0.0001316859,0.00139571,0.00006843764,0.002205506,0.00000162009,0.001506653,0.02786227,0.0008396278,0.7758096],"study_design_scores_gemma":[0.01341729,0.01239941,0.7651418,0.01361032,0.001114675,0.03822453,0.0443344,0.000002213972,0.006921559,0.08758604,0.01645126,0.0007965165],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709823,0.009912305,0.0008536367,0.01148037,0.0001252482,0.000135437,0.00002947202,0.00001102348,0.006470213],"genre_scores_gemma":[0.9961661,0.001291662,0.001620833,0.00008510013,0.00008206912,0.00001885223,0.000001826375,0.00001333441,0.0007201991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7750131,"threshold_uncertainty_score":0.9374357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177869400601007,"score_gpt":0.344058176729676,"score_spread":0.3262712366695754,"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."}}