{"id":"W4382776285","doi":"10.4236/psych.2023.146057","title":"Math Modules Training Improves Math Achievement &amp;amp; Associated Cognitive Processing","year":2023,"lang":"en","type":"article","venue":"Psychology","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Competence (human resources); Cognition; Cognitive training; Psychology; Mathematical problem; Mathematics education; Social psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008349449,0.0003065465,0.0004823597,0.000189484,0.000209271,0.00006715856,0.0002161484,0.0001739808,0.00009533385],"category_scores_gemma":[0.001703047,0.0002632028,0.0001175101,0.0004114075,0.0001455213,0.0001297709,0.000150958,0.0002727375,0.002145734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005884289,"about_ca_system_score_gemma":0.00003612084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005612756,"about_ca_topic_score_gemma":0.0001405144,"domain_scores_codex":[0.99778,0.00009701645,0.0005216599,0.0005225814,0.0003481011,0.0007306154],"domain_scores_gemma":[0.9985747,0.0006917887,0.0002369685,0.0002049778,0.0001492625,0.0001423125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000289428,0.003732097,0.002116592,0.0007587891,0.001036759,0.0002076417,0.03899305,4.896921e-7,0.008780726,0.05868236,0.01890034,0.8665017],"study_design_scores_gemma":[0.002192306,0.0001544151,0.0754827,0.0005611752,0.0001441545,0.00004576238,0.002052821,0.0001810697,0.0002002377,0.9143953,0.003850231,0.000739882],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779231,0.00005132841,0.008547027,0.001302744,0.0002269128,0.0005734552,0.00003777496,0.0009111509,0.0104265],"genre_scores_gemma":[0.9768862,0.00003650968,0.01659885,0.001411873,0.0001421945,0.0003228349,0.0001111898,0.0001210771,0.004369324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8657618,"threshold_uncertainty_score":0.999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194195932776707,"score_gpt":0.3931667914614898,"score_spread":0.273747198183819,"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."}}