{"id":"W3151127041","doi":"10.5539/ass.v17n4p10","title":"Management Innovation for Thai Language and Culture Program of International Schools in Thailand Based on Concept of Agile Learner Characteristics","year":2021,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agile software development; Curriculum; Knowledge management; Criticism; Psychology; Pedagogy; Mathematics education; Engineering; Computer science; Political 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":[0.005965877,0.0001809844,0.0001567666,0.0009656722,0.001699694,0.003035989,0.0005576568,0.000321641,0.001186324],"category_scores_gemma":[0.006473348,0.0001340298,0.0002759489,0.0007776428,0.0008334316,0.001592275,0.002710482,0.0009492854,0.0001105831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002367977,"about_ca_system_score_gemma":0.009621018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665593,"about_ca_topic_score_gemma":0.003511247,"domain_scores_codex":[0.9955388,0.002485024,0.0002409331,0.000245357,0.00103527,0.00045469],"domain_scores_gemma":[0.9925199,0.002322417,0.001744835,0.0003134884,0.001420739,0.001678623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002416827,0.002372297,0.415374,0.0008533066,0.00006441778,0.0006253764,0.126317,0.001756202,0.005870779,0.01907823,0.003148968,0.4242977],"study_design_scores_gemma":[0.0001344309,0.004871629,0.5256814,0.001116421,0.000174638,0.0009939222,0.3682182,0.009429388,0.01489846,0.009236718,0.06509766,0.0001470628],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783059,0.0001214726,0.005925007,0.0009106884,0.00001814169,0.0005272905,0.00003963024,0.00002651333,0.01412524],"genre_scores_gemma":[0.9884039,0.0001466781,0.008729178,0.00009603418,0.000005714528,0.0003473036,0.0000244588,0.000005222764,0.002241635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005965877,"threshold_uncertainty_score":0.03155094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612488139671172,"score_gpt":0.3653025641528247,"score_spread":0.349177682756113,"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."}}