{"id":"W4407148535","doi":"10.18311/jmmf/2023/48321","title":"Comparison of Conventional to the &lt;i&gt;Vedic&lt;/i&gt; Mathematics System: Through Statistical Analysis of Pre and Post Test Result","year":2025,"lang":"en","type":"article","venue":"Journal of Mines Metals and Fuels","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Mathematics education; Test (biology); Mathematics; Arithmetic; Biology; Botany","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":[],"consensus_categories":[],"category_scores_codex":[0.002211492,0.00008271551,0.000563606,0.00020207,0.0001484586,0.00004882887,0.0001919757,0.00005404752,0.00004802016],"category_scores_gemma":[0.001949115,0.00005272001,0.00011357,0.0004068342,0.0002228672,0.00007570176,0.00004166259,0.00007426651,2.748901e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000200081,"about_ca_system_score_gemma":0.0001064308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004181317,"about_ca_topic_score_gemma":0.0001585219,"domain_scores_codex":[0.9984031,0.0001687866,0.0008346734,0.00008308947,0.0004166724,0.00009362996],"domain_scores_gemma":[0.9971995,0.001440516,0.0006825864,0.0001256371,0.0004852211,0.00006654165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003129088,0.0005609012,0.004099365,0.0006443821,0.000852378,0.000001048345,0.02510673,0.000009017092,0.007169905,0.9511335,0.009419573,0.0009719387],"study_design_scores_gemma":[0.004068806,0.003203002,0.3310072,0.009145486,0.03444725,0.0001137716,0.1414904,0.01316694,0.01094669,0.2235576,0.2271908,0.001661979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8153303,0.003930618,0.1592095,0.004716861,0.0003309057,0.0005342974,0.0002353304,0.00002258205,0.01568959],"genre_scores_gemma":[0.9695042,0.0001662087,0.02967902,0.00004016386,0.00004713548,0.000003441476,0.000003210302,0.000003466496,0.0005530948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7275758,"threshold_uncertainty_score":0.2333414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03792311969856785,"score_gpt":0.3884750020934078,"score_spread":0.3505518823948399,"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."}}