{"id":"W2891412449","doi":"10.15405/epsbs.2018.09.02.21","title":"Main Trends In Cognitive Research In Education In Usa, Canada And France","year":2018,"lang":"en","type":"article","venue":"˜The œEuropean Proceedings of Social & Behavioural Sciences","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Reading (process); Neuropsychology; Field (mathematics); Process (computing); Psychology; Mathematics education; Cognitive neuroscience; Educational neuroscience; Work (physics); Educational research; Pedagogy; Computer science; Education theory; Political science; Higher education; Engineering; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002109288,0.0001119434,0.0001206299,0.0005258317,0.0006158023,0.0001350273,0.0004277128,0.00002728372,0.0000576766],"category_scores_gemma":[0.0002285555,0.00009224362,0.00001688921,0.003594744,0.00229967,0.000483022,0.0001088104,0.0003145452,0.000008564894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281797,"about_ca_system_score_gemma":0.0005199618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09428984,"about_ca_topic_score_gemma":0.2744526,"domain_scores_codex":[0.9979094,0.0001922934,0.000291603,0.0005290602,0.000650671,0.0004269294],"domain_scores_gemma":[0.9994593,0.0001325893,0.0001329522,0.00003329808,0.0001799756,0.00006191179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002822887,0.0002206044,0.876213,0.00000628603,1.913522e-7,0.000003987881,0.004336406,1.464629e-7,0.05212455,0.001177366,0.0005053651,0.06538393],"study_design_scores_gemma":[0.0002204125,0.0001275913,0.9857191,0.00005755935,0.000001591901,0.000006161509,0.00783346,0.00001694312,0.005406894,0.000323915,0.000177187,0.0001091706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501086,0.000009521392,1.710468e-7,0.0007127625,0.0003028628,0.0001849645,0.000005395071,0.000004700318,0.04867098],"genre_scores_gemma":[0.9970053,0.000007398865,0.000005594589,0.0004258755,0.0001041339,0.00002013824,3.769112e-7,0.000007091493,0.002424065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1801628,"threshold_uncertainty_score":0.9117414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08809049563642865,"score_gpt":0.3689312804757625,"score_spread":0.2808407848393338,"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."}}