{"id":"W4411095037","doi":"10.5209/ritie.101207","title":"Neuroscience and education in the transition from analogic to AI.","year":2025,"lang":"en","type":"article","venue":"Revista Internacional de Teoría e Investigación Educativa","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Transition (genetics); Neuroscience; Cognitive science; Psychology; Chemistry; Biochemistry","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":[0.003178873,0.0003860568,0.0003610205,0.00187253,0.002388945,0.007917016,0.0006111522,0.0036073,0.004633768],"category_scores_gemma":[0.004801071,0.0001479166,0.0002383919,0.001216932,0.0308764,0.01042801,0.004311213,0.004944083,0.0007284349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005799463,"about_ca_system_score_gemma":0.00529345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004518544,"about_ca_topic_score_gemma":0.005433492,"domain_scores_codex":[0.9982426,0.0009867802,0.00007638841,0.0002130175,0.0003247977,0.0001564202],"domain_scores_gemma":[0.9974388,0.001655829,0.0001851572,0.0001731274,0.0002072299,0.0003398532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001831178,0.00004078022,0.0004115174,0.0002303756,0.000006762359,0.0001498565,0.01098265,0.0001305948,0.0001986095,0.9112034,0.01324774,0.06337945],"study_design_scores_gemma":[0.000008679941,0.00003523113,0.001003928,0.0004884882,0.00000393082,0.0003858171,0.006208774,0.0001214425,0.0001081916,0.6655356,0.3260829,0.00001702894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01246946,0.3757489,0.0110953,0.3181611,0.006331915,0.00003899002,0.00004875408,0.0001269362,0.2759787],"genre_scores_gemma":[0.6526825,0.206331,0.01638925,0.05317597,0.006805937,0.0001869931,0.00006960733,0.0001130407,0.06424571],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007917016,"threshold_uncertainty_score":0.0420782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609249764942846,"score_gpt":0.3231420767749994,"score_spread":0.297049579125571,"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."}}