{"id":"W2888793388","doi":"10.5430/wje.v8n4p170","title":"The Effect of Flipped Classroom on the Academic Achievement and Attitude of Higher Education Students","year":2018,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Flipped classroom; Grammar; Academic achievement; Psychology; Test (biology); Quasi-experiment; Control (management); Foreign language; Treatment and control groups; Blended learning; Flipped learning; Educational technology; Computer science; Mathematics; Sociology","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":[0.00746518,0.00007274939,0.0001368839,0.0001467988,0.0003712375,0.00003114593,0.0004038774,0.00003860065,0.00005054485],"category_scores_gemma":[0.000712919,0.00003980519,0.00004234512,0.0004076823,0.0003545814,0.0001117145,0.00003005784,0.0003329007,0.00000217966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610249,"about_ca_system_score_gemma":0.0004123923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009597719,"about_ca_topic_score_gemma":0.00007956317,"domain_scores_codex":[0.9974428,0.001440885,0.0003923117,0.00007301328,0.0005356864,0.0001152772],"domain_scores_gemma":[0.9975095,0.001154338,0.0008229166,0.0001352181,0.0003404695,0.00003750894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002877919,0.0003930475,0.6760418,0.00003126152,0.000139868,4.345367e-8,0.01505831,0.000001369768,0.00926152,0.1506862,0.02120616,0.1268927],"study_design_scores_gemma":[0.0002774387,0.0005884392,0.892158,0.0003274634,0.00007049948,7.620894e-7,0.002382428,5.922578e-7,0.006691482,0.006430372,0.09099843,0.0000741398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804501,0.0004027524,0.00003347467,0.00984659,0.002595469,0.000248302,3.124104e-7,0.000002516822,0.006420518],"genre_scores_gemma":[0.9934266,0.00006419797,0.0004132766,0.0002616388,0.001024957,0.000007413537,3.117351e-7,0.0000058556,0.00479575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161162,"threshold_uncertainty_score":0.2855296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03676253171733589,"score_gpt":0.4550757595711712,"score_spread":0.4183132278538353,"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."}}