{"id":"W2015178910","doi":"10.5539/ass.v10n7p1","title":"Educational Platforms and Learning Approaches in University Education","year":2014,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dropout (neural networks); Mathematics education; Psychology; Blended learning; Academic achievement; Descriptive statistics; Educational technology; Computer science; Mathematics; Statistics; Machine learning","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":[0.001650726,0.0003224958,0.0002528722,0.001994037,0.001150177,0.005351151,0.0004108595,0.0005256319,0.003218691],"category_scores_gemma":[0.004288685,0.000144677,0.000295908,0.001466613,0.001454805,0.001450205,0.00344016,0.0008447414,0.0002934341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001755214,"about_ca_system_score_gemma":0.001657066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091378,"about_ca_topic_score_gemma":0.002064941,"domain_scores_codex":[0.9971291,0.001306757,0.0001187105,0.0002570248,0.000808661,0.0003797113],"domain_scores_gemma":[0.9951122,0.002137315,0.001070291,0.0001350986,0.0002898896,0.001255207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004155746,0.005574059,0.5485829,0.0005759704,0.000197217,0.001541624,0.08852251,0.001295343,0.006588527,0.03364636,0.0009685492,0.3120915],"study_design_scores_gemma":[0.0001192368,0.001617488,0.8197191,0.0005408734,0.0001185472,0.001093475,0.1234181,0.002123406,0.002212911,0.02013667,0.02878066,0.0001195691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831473,0.0003748671,0.0008115448,0.0001761527,0.00001682698,0.0000344424,0.000009732424,0.00000678717,0.01542241],"genre_scores_gemma":[0.9972331,0.0002230827,0.0006275075,0.0000462919,0.000009260367,0.00002849082,0.000007839139,0.000002968832,0.001821434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005351151,"threshold_uncertainty_score":0.01273501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373594787140383,"score_gpt":0.2947143869969327,"score_spread":0.2709784391255289,"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."}}