{"id":"W4404643980","doi":"10.5539/ies.v17n6p49","title":"The Development Instructional Model Based on Steam Education by TP-SMART MODEL to Enhance Technological Innovation and Creativity Skills of Secondary Student Mathayom 6","year":2024,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Mathematics education; Psychology; Cluster sampling; Test (biology); Creative thinking; Critical thinking; Index (typography); Standard deviation; Statistics; Mathematics; Computer science; Sociology; Social psychology","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":[0.0008338054,0.0004487767,0.0003069291,0.0006495252,0.0003232586,0.0005213062,0.0007740607,0.0004753087,0.006710423],"category_scores_gemma":[0.0009447302,0.0001874277,0.0004890991,0.0003026619,0.0002350914,0.0006792943,0.0009362458,0.0005017818,0.001458424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000687287,"about_ca_system_score_gemma":0.00349776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387694,"about_ca_topic_score_gemma":0.002149842,"domain_scores_codex":[0.9994826,0.0001333431,0.00003107742,0.00007117262,0.000223603,0.00005811112],"domain_scores_gemma":[0.9995791,0.0001068488,0.00003333991,0.00003447968,0.0001373741,0.000108788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007945452,0.005609962,0.01253887,0.001426159,0.00003973275,0.0002469324,0.002661509,0.01175584,0.02743302,0.01770574,0.02652482,0.8932628],"study_design_scores_gemma":[0.003526576,0.02737607,0.1403086,0.002219469,0.0006064746,0.002022984,0.005133564,0.2064466,0.1479146,0.04114479,0.4229641,0.0003361379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4174667,0.0005657674,0.4487422,0.003261889,0.0004006371,0.01128742,0.001396387,0.004722457,0.1121567],"genre_scores_gemma":[0.4852346,0.0008275058,0.4576333,0.000751423,0.00005797972,0.007299451,0.001320633,0.0001030762,0.04677199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006710423,"threshold_uncertainty_score":0.02244854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04264844641915463,"score_gpt":0.4656737275065413,"score_spread":0.4230252810873867,"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."}}