{"id":"W4405065402","doi":"10.1007/s11423-024-10440-3","title":"Exploring the effect of parental involvement on student engagement and academic performance using process data from learning management system","year":2024,"lang":"en","type":"article","venue":"Educational Technology Research and Development","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University; University of Alberta","funders":"","keywords":"Process (computing); Educational technology; Student engagement; Psychology; Learning Management; Academic achievement; Computer science; Mathematics education; Knowledge management; Medical education; Medicine","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":[0.00361001,0.0001227374,0.000121126,0.0004361475,0.001155978,0.0000963756,0.000582533,0.00005673834,0.00002026959],"category_scores_gemma":[0.0001018686,0.00009388821,0.000007102291,0.0006140419,0.0004505102,0.000295752,0.0006409136,0.0005668136,0.00002072551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005875538,"about_ca_system_score_gemma":0.0004085188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001417101,"about_ca_topic_score_gemma":0.00003908469,"domain_scores_codex":[0.9977533,0.0002709608,0.0002730696,0.0004634936,0.0009017023,0.0003375369],"domain_scores_gemma":[0.9990475,0.0005082897,0.00005548336,0.0002323175,0.00008345435,0.00007302227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007874691,0.0003717783,0.8099762,0.001446187,0.0004938553,0.000005051874,0.06777956,0.00007745983,0.000549021,0.0343334,0.0007712775,0.08411748],"study_design_scores_gemma":[0.0006714169,0.000699084,0.4292387,0.004712381,0.0000808622,0.000004282215,0.5055503,0.001249766,0.01799295,0.002060842,0.03717791,0.000561471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947551,0.002020013,0.00002114547,0.001404349,0.0004985903,0.0007993964,0.000005943006,0.00006371751,0.0004317076],"genre_scores_gemma":[0.9971628,0.00139978,0.0004154683,0.000006653228,0.0001316146,0.0006352765,0.00008886292,0.00001028692,0.0001493152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4377708,"threshold_uncertainty_score":0.8890962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.388784774334291,"score_gpt":0.4860008129904853,"score_spread":0.09721603865619433,"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."}}