{"id":"W4387013657","doi":"10.5539/ies.v16n5p73","title":"Competency Development of Early Childhood Teacher in the 21st Century","year":2023,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council of Thailand","keywords":"Early childhood; Creativity; Psychology; Curriculum; Early childhood education; Pedagogy; Medical education; Mathematics education; Developmental psychology; Medicine","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":[0.001597867,0.0001120029,0.0001309897,0.0006722272,0.0008600205,0.0009386632,0.0003257897,0.000241299,0.001749215],"category_scores_gemma":[0.005727802,0.0001122344,0.00009033534,0.0001947676,0.0005264013,0.0005424232,0.001281096,0.0005218136,0.0003112102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001802147,"about_ca_system_score_gemma":0.008429291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02146217,"about_ca_topic_score_gemma":0.04015595,"domain_scores_codex":[0.9988995,0.0003771559,0.0000541336,0.0000573914,0.0003212629,0.0002904985],"domain_scores_gemma":[0.9971188,0.0004685533,0.0004354438,0.0001145747,0.001086203,0.0007764401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001116007,0.001087805,0.4690023,0.0003569226,0.00001506705,0.002156106,0.1611706,0.00062895,0.01498378,0.01153383,0.007419182,0.3315338],"study_design_scores_gemma":[0.00003200665,0.0006946704,0.7992388,0.0005569869,0.00001060665,0.002637465,0.1066013,0.001152363,0.01017204,0.00179754,0.07706506,0.00004125006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757015,0.0002694691,0.00117504,0.0007994781,0.00001769157,0.00004821263,0.0000326302,0.00002265105,0.02193334],"genre_scores_gemma":[0.9922201,0.0002023553,0.001631165,0.00008278235,0.000002557018,0.00002689668,0.00003142705,0.000003569299,0.00579909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02146217,"threshold_uncertainty_score":0.04267448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07176450180780382,"score_gpt":0.3959909883628568,"score_spread":0.324226486555053,"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."}}