{"id":"W4220731925","doi":"10.5430/wjel.v12n2p282","title":"Application of Rasch Measurement Model to Analyze Instrument of Quality of 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":"Rasch model; Early childhood education; Early childhood; Psychology; Quality (philosophy); Childhood education; Reliability (semiconductor); Perspective (graphical); Process (computing); Developmental psychology; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001275876,0.00004701547,0.0002003057,0.0002651462,0.00005170305,0.000005072832,0.0001385543,0.00001217983,0.0000329456],"category_scores_gemma":[0.0004021537,0.0000471427,0.00005007094,0.0004291786,0.00004140581,0.00006931044,0.0000381208,0.00009714768,7.340849e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001794576,"about_ca_system_score_gemma":0.0004591085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437967,"about_ca_topic_score_gemma":0.001673649,"domain_scores_codex":[0.9987212,0.0001653729,0.0004486498,0.00007279014,0.0005182337,0.00007372494],"domain_scores_gemma":[0.9987396,0.00003328273,0.0004514089,0.00009271597,0.0006446482,0.00003833615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004108022,0.0003919917,0.12705,0.00005335715,0.00003783458,8.729618e-8,0.8223312,0.001097963,0.00157477,0.005830238,0.0002269978,0.04136447],"study_design_scores_gemma":[0.000515429,0.0001141791,0.3696052,0.00008140144,0.00003210578,1.435806e-7,0.6274156,0.00001509054,0.0008582491,0.0003684655,0.00090844,0.00008571184],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920183,0.001613073,0.00004003267,0.0002322184,0.0001533431,0.0001693015,0.000008425978,0.000001952452,0.005763285],"genre_scores_gemma":[0.9991039,0.00005126017,0.0006470972,0.00003952163,0.00007769813,0.0000101827,0.000001304974,0.000003258477,0.00006576584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2425552,"threshold_uncertainty_score":0.2173786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01991180708326204,"score_gpt":0.3178849798553902,"score_spread":0.2979731727721281,"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."}}