{"id":"W1533127838","doi":"10.5539/res.v7n7p87","title":"The Development of Mathematics Homework Engagement (MHE) Instrument for Secondary School Students, Malaysia","year":2015,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Internal consistency; Context (archaeology); Christian ministry; Student engagement; Reliability (semiconductor); Consistency (knowledge bases); Variance (accounting); Pedagogy; Mathematics; Psychometrics; Developmental psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.008034463,0.0001174957,0.0003159945,0.00002865483,0.0003862033,0.00002392598,0.000525668,0.00001085683,0.00001738185],"category_scores_gemma":[0.001471102,0.0000802556,0.00007962198,0.000174766,0.0002065514,0.00008668759,0.0003025633,0.00007232561,0.00003959494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243489,"about_ca_system_score_gemma":0.000267321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004860902,"about_ca_topic_score_gemma":0.00003306843,"domain_scores_codex":[0.9978068,0.0004688727,0.000779593,0.0001371933,0.0006168256,0.0001906934],"domain_scores_gemma":[0.9984937,0.0002585292,0.0005116065,0.0002397996,0.0004186927,0.00007772934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000357307,0.00331289,0.02041702,0.04271657,0.003318971,0.000001750379,0.3810663,0.000006984242,0.0001829335,0.05387935,0.2549224,0.2401391],"study_design_scores_gemma":[0.0003393871,0.00009042687,0.004030415,0.009408676,0.0001544344,1.434759e-7,0.1355683,7.052959e-7,0.0002776936,0.0007872205,0.8491615,0.0001811045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2959188,0.6182345,0.0003921658,0.002709058,0.00221095,0.005261716,0.0000245773,0.0000717786,0.07517648],"genre_scores_gemma":[0.2736674,0.6554046,0.06464594,0.0007199988,0.0005575236,0.0005194873,0.00003500227,0.00006463118,0.004385412],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5942391,"threshold_uncertainty_score":0.3272729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2227446438001466,"score_gpt":0.4402324309293821,"score_spread":0.2174877871292356,"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."}}