{"id":"W4407935760","doi":"10.19173/irrodl.v26i1.7924","title":"The Impact of a Learning Analytics Based Feedback System on Students’ Academic Achievement and Self-Regulated Learning in a Flipped Classroom","year":2025,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flipped learning; Learning analytics; Academic achievement; Educational technology; Self-regulated learning; Mathematics education; Computer science; Blended learning; Flipped classroom; Psychology; Data science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002607356,0.000480175,0.0005382639,0.0005438143,0.0004325412,0.001042367,0.000620781,0.0004366319,0.001796317],"category_scores_gemma":[0.01335706,0.0002058957,0.0003767934,0.0002889374,0.0004355127,0.0006499757,0.0009627022,0.0005315081,0.0003797251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005366755,"about_ca_system_score_gemma":0.001189625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103536,"about_ca_topic_score_gemma":0.001566899,"domain_scores_codex":[0.9971299,0.001339995,0.0001537182,0.0003865642,0.0007631531,0.0002267273],"domain_scores_gemma":[0.9882808,0.007227378,0.001231432,0.0006283763,0.001216588,0.001415655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008368541,0.05475499,0.1089644,0.001683511,0.000364546,0.0006192737,0.008416538,0.00453844,0.07243542,0.0006655062,0.00231254,0.7368763],"study_design_scores_gemma":[0.002435786,0.1449349,0.7122519,0.0007557888,0.001051034,0.0006383582,0.01163923,0.01901694,0.0923811,0.001640817,0.01289071,0.000363463],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975846,0.00007796911,0.001248513,0.00004830775,0.00002196017,0.0001332168,0.00002285944,0.00007077333,0.0007918173],"genre_scores_gemma":[0.9945967,0.0001309801,0.004150709,0.00004528848,0.00001328263,0.0002135572,0.00005320311,0.000009454277,0.0007867313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002607356,"threshold_uncertainty_score":0.01378918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04183471397929355,"score_gpt":0.4406755609635411,"score_spread":0.3988408469842475,"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."}}