{"id":"W3210718626","doi":"10.5539/jel.v10n6p112","title":"Professional Competence Development of Social Studies Teacher in Thailand Education Sandbox","year":2021,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chiang Mai University","keywords":"Sandbox (software development); Competence (human resources); Psychology; Perception; Professional development; Pedagogy; Teacher education; Mathematics education; Medical education; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008531015,0.00006014589,0.0001574992,0.0001630172,0.00012076,0.00001034124,0.00004127994,0.00003989385,0.0005882441],"category_scores_gemma":[0.0002398643,0.00005275568,0.00002376449,0.0001606405,0.00002482788,0.00008767955,0.00001790417,0.0002564094,0.000005020821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006611709,"about_ca_system_score_gemma":0.001714752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002143207,"about_ca_topic_score_gemma":0.000009799168,"domain_scores_codex":[0.9989769,0.0002653157,0.0004268063,0.00008572683,0.0001678198,0.00007743428],"domain_scores_gemma":[0.9990803,0.00008829393,0.0003569189,0.00003053148,0.0004167391,0.0000272234],"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":[0.00007311744,0.0008200966,0.3411072,0.00007689223,0.00009976706,0.000001412303,0.2444967,0.00001459468,0.002051795,0.001175508,0.004063498,0.4060194],"study_design_scores_gemma":[0.0003376307,0.00002360555,0.8711543,0.0002158838,0.00001301628,0.00002770988,0.1056263,0.00001066141,0.0001123528,0.0002796771,0.02213505,0.00006384404],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902428,0.003483603,0.00004990411,0.001316216,0.001610654,0.00004451966,4.744736e-8,0.000001979997,0.00325022],"genre_scores_gemma":[0.9895729,0.00004133473,0.00271895,0.00006747818,0.0002270071,0.000007325706,0.000005991006,0.000004388176,0.007354558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5300471,"threshold_uncertainty_score":0.6440859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05714118520974794,"score_gpt":0.4225147940328923,"score_spread":0.3653736088231443,"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."}}