{"id":"W4404896908","doi":"10.5539/hes.v15n1p53","title":"A STEAM Learning Ecosystem on Gamification System to Promote Innovators","year":2024,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Thailand Science Research and Innovation; Rajabhat Maha Sarakham University","keywords":"Ecosystem; Psychology; Mathematics education; Knowledge management; Pedagogy; Computer science; Ecology; Biology","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":[0.002918306,0.0005123048,0.0004164625,0.001415943,0.0003980247,0.001527496,0.0005795606,0.0006215489,0.003258174],"category_scores_gemma":[0.003742893,0.0001655487,0.0004903089,0.0004412832,0.0003672981,0.00180547,0.001916912,0.0003919626,0.0004530378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004961845,"about_ca_system_score_gemma":0.0007407858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004453101,"about_ca_topic_score_gemma":0.000976597,"domain_scores_codex":[0.9991606,0.0004329208,0.00005776656,0.00008252611,0.0001664319,0.00009972584],"domain_scores_gemma":[0.9988667,0.0005540958,0.00007776502,0.0001062702,0.0001803164,0.0002149708],"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":[0.003084618,0.008137058,0.03261843,0.002091511,0.000195629,0.001133048,0.00520615,0.033584,0.06047443,0.02213432,0.005369788,0.8259711],"study_design_scores_gemma":[0.003164046,0.03797648,0.1190339,0.002482269,0.001525422,0.003134921,0.007600105,0.4216141,0.1230763,0.046323,0.2334859,0.0005835024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8710796,0.0004645148,0.09518333,0.0004348079,0.0001300557,0.001767501,0.0001556799,0.001799694,0.02898484],"genre_scores_gemma":[0.7883822,0.0004317568,0.2027256,0.0002134722,0.00002669455,0.000926102,0.0003593652,0.0001233559,0.006811514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003258174,"threshold_uncertainty_score":0.01543367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05531220509262022,"score_gpt":0.3959250524622424,"score_spread":0.3406128473696222,"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."}}