{"id":"W4403989652","doi":"10.6007/ijarbss/v14-i10/22204","title":"Challenges and Quality Evaluation of Preschool Services in Malaysia a Study on the Experiences of Preschool Owners","year":2024,"lang":"en","type":"article","venue":"International Journal of Academic Research in Business and Social Sciences","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Quality (philosophy); Business; Preschool education; Psychology; Medical education; Medicine; Developmental psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003710236,0.0001720888,0.0002698298,0.0006466315,0.002439912,0.002444618,0.0006118923,0.0005034966,0.001932454],"category_scores_gemma":[0.0100878,0.0002685481,0.0002199106,0.0008775322,0.001478959,0.001830837,0.0018386,0.0007091384,0.0001248625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004874235,"about_ca_system_score_gemma":0.005696353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02847243,"about_ca_topic_score_gemma":0.03706828,"domain_scores_codex":[0.9955913,0.002316582,0.0003333516,0.0002109834,0.0007539972,0.0007938487],"domain_scores_gemma":[0.992979,0.001787536,0.002364743,0.000201463,0.001095571,0.001571756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001335899,0.0002370144,0.4609928,0.0003346333,0.00002791784,0.003275091,0.4874349,0.0002502952,0.001743002,0.00150622,0.002469151,0.04159538],"study_design_scores_gemma":[0.00000221095,0.0001422564,0.08911522,0.0001320615,0.000007346879,0.000525396,0.9040082,0.0002006031,0.0003980424,0.0001065321,0.005341265,0.00002090067],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99844,0.0001344599,0.00009772699,0.0003770585,0.000004697413,0.00001130244,0.00001864494,0.000002251566,0.0009138615],"genre_scores_gemma":[0.999027,0.0001936828,0.0001825456,0.00004979755,0.000002313029,0.000007347204,0.00001392073,0.000001667623,0.00052172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02847243,"threshold_uncertainty_score":0.05661339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4006419393881064,"score_gpt":0.5653383545067899,"score_spread":0.1646964151186835,"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."}}