{"id":"W4409647293","doi":"10.5539/hes.v15n2p321","title":"STEAM Micro-learning Model based on Massive Open Online Courses with Augmented Reality Technology to enhance Creativity and Innovation","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Thailand Science Research and Innovation; Rajabhat Maha Sarakham University","keywords":"Creativity; Augmented reality; Mathematics education; Computer science; Educational technology; Technology integration; Higher education; Psychology; Multimedia; Knowledge management; Human–computer interaction; Political 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":[0.0009359707,0.000318434,0.0001531064,0.0007647772,0.0004435255,0.002108673,0.0009219804,0.00045634,0.005391411],"category_scores_gemma":[0.001833776,0.0001294374,0.0005824371,0.0004745963,0.000973919,0.002339784,0.00209996,0.0005689475,0.0008238708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009217902,"about_ca_system_score_gemma":0.002091046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147901,"about_ca_topic_score_gemma":0.002216236,"domain_scores_codex":[0.9990492,0.0003423679,0.00005045889,0.0001320271,0.0003326866,0.00009318718],"domain_scores_gemma":[0.999051,0.0003985539,0.00009590192,0.0001587585,0.0001513962,0.0001443585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003369377,0.001846264,0.01881176,0.0008505282,0.0000922352,0.000694165,0.00776203,0.04266443,0.02383314,0.3478423,0.005981558,0.5492846],"study_design_scores_gemma":[0.0003726101,0.004022848,0.03965029,0.000807729,0.0002630575,0.001713241,0.007614636,0.447524,0.03967069,0.2126119,0.2455618,0.0001871585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3764038,0.00052438,0.4582682,0.001577609,0.0002138546,0.001206528,0.0001425468,0.001226325,0.1604368],"genre_scores_gemma":[0.8343675,0.000293259,0.1489681,0.0001638003,0.00002494611,0.0004569029,0.0001171206,0.00003522295,0.01557328],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005391411,"threshold_uncertainty_score":0.01803607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05931862253829972,"score_gpt":0.4801378651990978,"score_spread":0.4208192426607981,"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."}}