{"id":"W4407984690","doi":"10.5539/jel.v14n4p93","title":"The School-Based Professional Development for Teachers’ STEM Teaching: A Focus on Contextualized STEM Education in the Phuket Education Sandbox (Southern Regions of Thailand)","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sandbox (software development); Professional development; Faculty development; Focus (optics); Mathematics education; Pedagogy; Psychology; Focus group; Sociology; Library science; Computer 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":[0.0008934545,0.0002021348,0.0001212302,0.0004724935,0.002339214,0.00235461,0.000539378,0.0003949676,0.002017025],"category_scores_gemma":[0.0008872992,0.0002274219,0.0001631838,0.0005415314,0.001202203,0.00110771,0.002801332,0.0005554307,0.0001764148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003016427,"about_ca_system_score_gemma":0.006139756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01463812,"about_ca_topic_score_gemma":0.0494818,"domain_scores_codex":[0.9992266,0.0004283954,0.00002504762,0.00009793072,0.00006897157,0.0001531576],"domain_scores_gemma":[0.9993931,0.0002027121,0.00006665943,0.00003871116,0.00007221612,0.0002265346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002080786,0.001353237,0.1172691,0.001416833,0.00002706352,0.00663581,0.5749699,0.003214624,0.008102125,0.009975088,0.001878692,0.2749494],"study_design_scores_gemma":[0.00006198453,0.0009244811,0.1902519,0.00075056,0.00005442485,0.002176154,0.7228099,0.004408001,0.005559894,0.002819954,0.07011916,0.00006364821],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826499,0.0003605476,0.00298318,0.0005176847,0.000009071697,0.0001666724,0.00004189581,0.00002476579,0.01324639],"genre_scores_gemma":[0.9936371,0.0003529662,0.003662103,0.00004231338,0.000002293107,0.00007989397,0.00003444676,0.000005607341,0.002183369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01463812,"threshold_uncertainty_score":0.02910584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05356861135799802,"score_gpt":0.4164446758024455,"score_spread":0.3628760644444475,"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."}}