{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009778519,0.0001501366,0.0001547286,0.0004398706,0.0009723377,0.001572159,0.0001797143,0.0002507293,0.003873385],"category_scores_gemma":[0.002835312,0.0001395416,0.0001726455,0.0001948549,0.0005107394,0.000573545,0.001419744,0.0005416558,0.0004651226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008655405,"about_ca_system_score_gemma":0.00289412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002499411,"about_ca_topic_score_gemma":0.004790045,"domain_scores_codex":[0.9990761,0.0002951085,0.0000594971,0.00007510609,0.0002820708,0.0002121041],"domain_scores_gemma":[0.9969167,0.0003608212,0.0004775051,0.00009717504,0.0007598863,0.001387947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003237644,0.001423518,0.5840958,0.0007730675,0.00003368219,0.003092241,0.1922351,0.0005340536,0.03096713,0.002096133,0.00501851,0.1794071],"study_design_scores_gemma":[0.00002961439,0.001326769,0.7862033,0.000303895,0.0000203514,0.001919153,0.1760218,0.001227477,0.008852681,0.0005525996,0.02349145,0.00005088474],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949004,0.00006970226,0.0002000308,0.0001348693,0.000008659656,0.00002530443,0.00001126984,0.000007862412,0.004641807],"genre_scores_gemma":[0.9964955,0.0001041365,0.0003568134,0.00002090906,0.000003126551,0.00001601304,0.00001944812,0.000002384327,0.002981662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003873385,"threshold_uncertainty_score":0.01295775,"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."}}