{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006172805,0.00007450176,0.00009514537,0.0002413565,0.00006848418,0.00003035119,0.000663818,0.00001765487,0.000009373342],"category_scores_gemma":[0.0005029529,0.00005404901,0.00003105453,0.0004969385,0.00003779794,0.0001764223,0.0001239964,0.00008505416,0.00005537687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006359525,"about_ca_system_score_gemma":0.0005989096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001871449,"about_ca_topic_score_gemma":0.00001334683,"domain_scores_codex":[0.9989988,0.0000756655,0.0002821875,0.0001689374,0.0003656058,0.0001088299],"domain_scores_gemma":[0.9989319,0.0002987721,0.0001053263,0.0001807536,0.0004615833,0.0000217082],"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":[0.00000244022,0.0007864652,0.02724548,0.00001727393,0.0001145761,7.332595e-7,0.1955381,0.000007424046,0.00008845933,0.2317213,0.003728132,0.5407496],"study_design_scores_gemma":[0.0001196436,0.00001284495,0.8812276,0.0000628138,0.000002856457,0.000002982913,0.03036905,0.00001926133,0.0001160555,0.01118741,0.07679231,0.00008717143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972733,0.001492406,0.0005518835,0.01177138,0.006281571,0.0001832124,0.000001933254,0.0000482859,0.006936326],"genre_scores_gemma":[0.8611982,0.0008550318,0.1361028,0.0006720487,0.0002899327,0.0002579121,0.00001685279,0.000006436385,0.0006008153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8539821,"threshold_uncertainty_score":0.2204055,"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."}}