{"id":"W4402752999","doi":"10.5539/jel.v14n1p87","title":"Learning Management Development Model for Early Childhood Teachers","year":2024,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Education Systems and Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council of Thailand","keywords":"Psychology; Mathematics education; Faculty development; Early childhood education; Professional development; Pedagogy; Developmental 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":[0.0009833575,0.0004999494,0.0002416801,0.0007451511,0.0005379302,0.001588191,0.0007943045,0.0006727281,0.005694832],"category_scores_gemma":[0.002440383,0.0002258197,0.0004427869,0.0004513016,0.0004747203,0.001056227,0.00084928,0.0007637725,0.0009347318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134757,"about_ca_system_score_gemma":0.003064397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229959,"about_ca_topic_score_gemma":0.008616171,"domain_scores_codex":[0.999303,0.000249498,0.00002801533,0.0001357788,0.0001362,0.0001475418],"domain_scores_gemma":[0.9988544,0.0004002594,0.0002435467,0.00004193461,0.000344603,0.0001152492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002274979,0.001624498,0.3008301,0.000314574,0.000230334,0.002162704,0.0110254,0.2459637,0.003395525,0.2446693,0.009461809,0.1800946],"study_design_scores_gemma":[0.00008592246,0.0005135171,0.06961629,0.0001878497,0.0001138198,0.0005911182,0.004437061,0.8389584,0.0009627473,0.06232759,0.0221538,0.00005193218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.701182,0.0004797577,0.1885248,0.003388561,0.00005493078,0.0005250365,0.0006728878,0.0003604074,0.1048115],"genre_scores_gemma":[0.9768162,0.0001712628,0.01028004,0.000050137,0.000008011544,0.0002598669,0.0002061492,0.00001338066,0.01219498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01229959,"threshold_uncertainty_score":0.02445602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805178932328268,"score_gpt":0.2731635096445256,"score_spread":0.2551117203212429,"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."}}