{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005570279,0.0006199515,0.000352722,0.002672032,0.001147002,0.005575625,0.001509281,0.00126579,0.00788523],"category_scores_gemma":[0.01652777,0.0002061155,0.0007490523,0.001288293,0.001312395,0.007206458,0.003593396,0.000843305,0.001562924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428526,"about_ca_system_score_gemma":0.001982109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004631573,"about_ca_topic_score_gemma":0.0006478065,"domain_scores_codex":[0.995021,0.002518226,0.0003611969,0.0004525328,0.00125438,0.0003927296],"domain_scores_gemma":[0.988607,0.00657932,0.0009164948,0.00132367,0.001552618,0.001020922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005157988,0.002833267,0.0674045,0.002033391,0.00008855867,0.001446534,0.01857861,0.006929439,0.02088035,0.087276,0.005998089,0.7860154],"study_design_scores_gemma":[0.0005646163,0.01001899,0.231257,0.004565389,0.0008698892,0.007078683,0.05567554,0.1355696,0.05543657,0.1337867,0.3642822,0.000894801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6228366,0.0005734997,0.2174349,0.001739386,0.000169237,0.00216886,0.000223378,0.002502298,0.1523518],"genre_scores_gemma":[0.8714534,0.0002214233,0.1205856,0.0001491524,0.00002946816,0.0007535915,0.000126,0.0000781925,0.006603172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00788523,"threshold_uncertainty_score":0.02945882,"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."}}