{"id":"W4283259257","doi":"10.51248/.v42i1.443","title":"Assessment and comparison of cognitive function tests in abacus trained and untrained students aged 8-12 years in the South-Indian population","year":2022,"lang":"en","type":"article","venue":"Biomedicine","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indian Council of Medical Research","keywords":"Abacus (architecture); Cognition; Montreal Cognitive Assessment; Medicine; Population; Test (biology); Cognitive decline; Cognitive training; Psychology; Audiology; Pediatrics; Cognitive impairment; Psychiatry; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003531129,0.0003807287,0.0002847445,0.00108773,0.000711553,0.0005200714,0.0004445793,0.0004166875,0.001444655],"category_scores_gemma":[0.0009156443,0.0002484003,0.0003835248,0.0006798718,0.0003886159,0.0003752593,0.0004800864,0.0006376925,0.0003059174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003830996,"about_ca_system_score_gemma":0.0004920013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01221772,"about_ca_topic_score_gemma":0.01782905,"domain_scores_codex":[0.9997205,0.00003753616,0.00003964911,0.00005369377,0.00006814595,0.00008038075],"domain_scores_gemma":[0.9993966,0.0000495382,0.0001988248,0.00002753322,0.0001475528,0.0001799543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006603474,0.0002145398,0.9957505,0.00002680335,0.00001786614,0.0002072782,0.0006657682,0.00001896324,0.0003590963,0.00001230443,0.0001001754,0.002560522],"study_design_scores_gemma":[0.000002989624,0.0002674201,0.9981199,0.00001061565,0.00001375037,0.000271316,0.001040504,0.00004145292,0.00008469275,0.0000115274,0.0001315798,0.000004306471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992936,0.00009055578,0.00002406378,0.00002612955,0.00000398418,0.00001212625,0.00009545823,0.000003200811,0.0004510293],"genre_scores_gemma":[0.9993473,0.00009358641,0.00007977069,0.00002145832,0.00000381651,0.00001512774,0.0001201884,9.238844e-7,0.0003179997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01221772,"threshold_uncertainty_score":0.02429324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04886242314925449,"score_gpt":0.3633788575759315,"score_spread":0.314516434426677,"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."}}