{"id":"W4403959200","doi":"10.1080/03601277.2024.2423495","title":"Unravelling cognitive shifts: Neuroscience-based strategies in mathematics education","year":2024,"lang":"en","type":"article","venue":"Educational Gerontology","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Cognition; Cognitive neuroscience; Educational neuroscience; Psychology; Cognitive science; Mathematics education; Neuroscience; Cognitive psychology; Higher education; Education theory","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":[0.003578097,0.0006380931,0.001195334,0.006012412,0.0007355756,0.003907094,0.0009338729,0.00155154,0.003268029],"category_scores_gemma":[0.01168208,0.0002556854,0.001059314,0.004618646,0.002270282,0.006289348,0.002121372,0.001872036,0.0004880048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001915527,"about_ca_system_score_gemma":0.006889354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003407999,"about_ca_topic_score_gemma":0.01124884,"domain_scores_codex":[0.998475,0.0007076348,0.0003111449,0.0001263976,0.0003077455,0.00007217647],"domain_scores_gemma":[0.9919066,0.006532853,0.000593559,0.0001306303,0.0006599269,0.0001763532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008169874,0.00008638264,0.002159127,0.09035172,0.0004032575,0.000466875,0.005528373,0.0002143658,0.0008299822,0.01794862,0.006595871,0.8753337],"study_design_scores_gemma":[0.00009910091,0.0003648468,0.03032705,0.2737074,0.001708998,0.002935206,0.02056791,0.0003831475,0.001282233,0.06715359,0.6013401,0.0001303693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002761739,0.9853407,0.0009123949,0.006051646,0.0004920345,0.00003847519,0.00003857287,0.00001105663,0.00435343],"genre_scores_gemma":[0.03221448,0.9601833,0.003685806,0.002817067,0.0003459162,0.0000985354,0.00005952584,0.000005181606,0.0005902266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006012412,"threshold_uncertainty_score":0.01892298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06899573972549669,"score_gpt":0.3756295470995961,"score_spread":0.3066338073740994,"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."}}