{"id":"W2084415890","doi":"10.5539/jedp.v1n1p176","title":"Self-concept and Performance of Secondary School Students in Mathematics","year":2011,"lang":"en","type":"article","venue":"Journal of Educational and Developmental Psychology","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Mathematics; Pearson product-moment correlation coefficient; Test (biology); Psychology; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003837736,0.000103707,0.0002088225,0.0001999834,0.00004567714,0.000007597226,0.0001745082,0.00007363597,0.003514978],"category_scores_gemma":[0.000025686,0.00009424493,0.00002273963,0.0001084108,0.000126618,0.0001464691,0.00002994129,0.0001842683,0.00002676141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002960162,"about_ca_system_score_gemma":0.0002126958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000193443,"about_ca_topic_score_gemma":0.00001255642,"domain_scores_codex":[0.9989952,0.00004616961,0.000542342,0.0001418418,0.0001356845,0.0001387752],"domain_scores_gemma":[0.9993046,0.00009097545,0.0003293366,0.00007624749,0.00009291829,0.0001059191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000754442,0.001370552,0.955842,0.00003539459,0.00009281736,0.000001646623,0.0378796,2.346595e-8,0.0000427655,0.0008407815,0.002133693,0.001685282],"study_design_scores_gemma":[0.001087152,0.0002435776,0.9876243,0.00004917109,0.00001431497,0.0003246239,0.006514267,2.769622e-7,0.00003499465,0.003564448,0.0004488387,0.00009398937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837297,0.001013132,0.000006746065,0.0003350235,0.0008472031,0.00009713561,0.000002456806,0.000002045637,0.01396658],"genre_scores_gemma":[0.9860252,0.0002749751,0.01243727,0.000391232,0.00009035912,0.000006887925,0.000003912006,0.000008245024,0.0007618907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03178235,"threshold_uncertainty_score":0.9973959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03385091458288997,"score_gpt":0.3542529717835767,"score_spread":0.3204020572006868,"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."}}