{"id":"W4221028863","doi":"10.5430/wjel.v12n2p267","title":"Competency Level of Operators for Private Early Childhood Care and Education in Malaysia","year":2022,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Pendidikan Sultan Idris; Ministry of Education, India","keywords":"Early childhood education; Private school; Disposition; Descriptive statistics; Psychology; Early childhood; Child care; Descriptive research; Service (business); Medical education; Pedagogy; Developmental psychology; Medicine; Mathematics education; Nursing; Business; Sociology; Social psychology; Social 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":[0.0008836716,0.0001419179,0.0001070731,0.000409721,0.0004563016,0.0006229696,0.0002469424,0.0001796535,0.002062565],"category_scores_gemma":[0.002660542,0.0001243392,0.0001158254,0.0002086874,0.0004817799,0.0004066748,0.0007025647,0.0003397597,0.0001856034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009882569,"about_ca_system_score_gemma":0.003141767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02435271,"about_ca_topic_score_gemma":0.05656632,"domain_scores_codex":[0.9994574,0.00009398079,0.0000513244,0.00004640644,0.0001560587,0.0001948107],"domain_scores_gemma":[0.9977756,0.0002821001,0.0006052582,0.00006812275,0.0004570092,0.000811905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003525481,0.0000888357,0.963683,0.00008632237,0.000009062839,0.0003654893,0.01060517,0.000147457,0.001273985,0.0003867626,0.0006237011,0.02269501],"study_design_scores_gemma":[0.000002248151,0.0001866656,0.9696699,0.0001176314,0.000004652169,0.0004204805,0.02598691,0.0003402298,0.0003912102,0.0001165145,0.002749413,0.00001406276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984743,0.0000662862,0.00007310059,0.00009187424,0.000003071305,0.000007131782,0.00004371047,0.000001562656,0.001238995],"genre_scores_gemma":[0.9987468,0.0001403038,0.0002688917,0.00002466577,0.000001116309,0.000006604734,0.00004312746,0.000001010534,0.0007675111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02435271,"threshold_uncertainty_score":0.04842192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549768018153644,"score_gpt":0.299352067124144,"score_spread":0.2838543869426076,"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."}}