{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004562036,0.0002205705,0.0002278195,0.0004479493,0.0001882199,0.0001035409,0.0001522221,0.00008907626,0.0002359922],"category_scores_gemma":[0.00002819772,0.0001957809,0.00006400604,0.001073266,0.00002495389,0.0001011491,0.00002752542,0.0002155808,0.005372964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005345084,"about_ca_system_score_gemma":0.000151684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002016603,"about_ca_topic_score_gemma":0.000002746888,"domain_scores_codex":[0.9982467,0.0001554126,0.0004559756,0.0006220422,0.0002682418,0.0002515802],"domain_scores_gemma":[0.9987322,0.0001571411,0.0001245048,0.0004010226,0.0004929,0.00009222629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003012161,0.000329448,0.001121438,0.0005173209,0.0003378469,0.000001866414,0.01361166,0.00005379947,0.0003396448,0.8415784,0.1112829,0.03079553],"study_design_scores_gemma":[0.00007643385,0.0001306982,0.03839145,0.0006132656,0.00004658836,0.00001051352,0.02854715,0.00001324237,0.0000807229,0.0001385035,0.9317248,0.0002265845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247178,0.009929087,0.0001063741,0.01164192,0.02087707,0.0008417898,0.00001395125,0.000723271,0.03114877],"genre_scores_gemma":[0.9204757,0.00003153443,0.0001959567,0.0003814365,0.00125096,0.001375903,0.00004702738,0.00004555577,0.07619599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8414399,"threshold_uncertainty_score":0.9954014,"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."}}