{"id":"W4281255606","doi":"10.5539/ies.v15n3p95","title":"Model of Preparing Teacher Students for the Examination for a Teacher License According to the Competency Criteria of the Teachers’ Council of Thailand","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Suan Dusit University","keywords":"Teacher preparation; License; Mathematics education; Psychology; Sample (material); Key (lock); Teacher education; Teaching method; Medical education; Multimethodology; Pedagogy; Computer science; Medicine; Chemistry","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":[0.002130121,0.0006516541,0.0001943556,0.001502438,0.001158883,0.002322366,0.001110231,0.0008845638,0.004110466],"category_scores_gemma":[0.003915277,0.000253898,0.0005430474,0.0006988398,0.001259614,0.002137729,0.001369038,0.0009978756,0.000858431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003852576,"about_ca_system_score_gemma":0.01222867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01907935,"about_ca_topic_score_gemma":0.0224374,"domain_scores_codex":[0.998157,0.0008127636,0.0001121577,0.0002045963,0.0004625719,0.0002509744],"domain_scores_gemma":[0.9974471,0.0007525083,0.000339098,0.00009155777,0.0008341455,0.0005355888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004631582,0.002390129,0.1585924,0.001419315,0.0001248789,0.002870673,0.03962614,0.1390803,0.007398413,0.3674267,0.02200208,0.258606],"study_design_scores_gemma":[0.0004840444,0.002923201,0.1564862,0.001620952,0.0002695208,0.002887319,0.05435696,0.5478364,0.009959624,0.1091779,0.1136114,0.0003864958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5026612,0.0006576178,0.2500407,0.0107033,0.0001745036,0.00315375,0.0008073258,0.0005337423,0.2312679],"genre_scores_gemma":[0.9310479,0.0002693873,0.05667892,0.0001124056,0.000007348463,0.0007507609,0.0002653462,0.00002065697,0.01084739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01907935,"threshold_uncertainty_score":0.03793663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2214500926679258,"score_gpt":0.4528061430511394,"score_spread":0.2313560503832137,"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."}}