{"id":"W3180510590","doi":"10.5539/hes.v11n3p70","title":"Interactive Tool in Digital Learning Ecosystem for Adaptive Online Learning Performance","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology North Bangkok","keywords":"Computer science; Adaptive learning; Digital learning; Educational technology; Online learning; Process (computing); Interactive Learning; Active learning (machine learning); Multimedia; Artificial intelligence; Psychology; Mathematics education","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":[0.0002567955,0.0001464419,0.0002873987,0.0001624172,0.000714345,0.00007483485,0.0001172543,0.00007863855,0.00004957586],"category_scores_gemma":[0.0008941665,0.0001535403,0.00005711346,0.0006137274,0.0001531056,0.0005430483,0.00009424303,0.0003017602,0.00004554578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007299867,"about_ca_system_score_gemma":0.0005529776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003172016,"about_ca_topic_score_gemma":0.0003966333,"domain_scores_codex":[0.9987561,0.00009080624,0.0003070306,0.0003516343,0.0001835754,0.0003109282],"domain_scores_gemma":[0.9978368,0.0006318027,0.0001996565,0.0001116673,0.001192829,0.00002725331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001796635,0.001561558,0.3819703,0.0003515945,0.000895011,0.000003792373,0.3264273,0.0009301113,0.000253342,0.0638609,0.02236681,0.2011996],"study_design_scores_gemma":[0.0002151714,0.00006479297,0.06260346,0.0001943449,0.00001866721,0.000001024864,0.5210274,0.00001726656,0.0001535485,0.0008580767,0.4146325,0.0002137629],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873161,0.003190866,0.00005321422,0.002648974,0.002177695,0.0002789655,0.000007282462,0.0002999368,0.004026944],"genre_scores_gemma":[0.9362848,0.0008516263,0.0008504906,0.00008604011,0.0004232152,0.0004210717,0.00002202934,0.00001525126,0.06104552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3922657,"threshold_uncertainty_score":0.6261193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05906648958297628,"score_gpt":0.3961815834016084,"score_spread":0.3371150938186321,"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."}}