{"id":"W4400118232","doi":"10.17556/erziefd.1376854","title":"Finding Clues and Implications for Success on the PISA: An Overview of Chinese, Singaporean, Estonian, Canadian, and Finnish Early Childhood Education and Care","year":2024,"lang":"en","type":"article","venue":"Erzincan Üniversitesi Eğitim Fakültesi Dergisi","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estonian; Early childhood education; China; Early childhood; Child care; Pedagogy; Political science; Higher education; Economic growth; Psychology; Developmental psychology; Economics; Medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002602318,0.0003370955,0.0003474319,0.006278545,0.003360657,0.002850976,0.0006924951,0.0005496638,0.002160635],"category_scores_gemma":[0.002965026,0.0001752287,0.0002910613,0.009519302,0.003138856,0.002355047,0.002712437,0.0007258606,0.0001226435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007713043,"about_ca_system_score_gemma":0.01429393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3193006,"about_ca_topic_score_gemma":0.4429609,"domain_scores_codex":[0.9988084,0.0002687181,0.000127216,0.00009605279,0.0003201494,0.0003795304],"domain_scores_gemma":[0.9986439,0.0004553155,0.0002177252,0.00003910842,0.0003429606,0.0003009245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006484622,0.0000920398,0.4862524,0.001691858,0.00005687425,0.002857422,0.3151802,0.00009607644,0.0004077223,0.01042397,0.003651073,0.1792254],"study_design_scores_gemma":[0.000002160511,0.00004535597,0.5758533,0.001371173,0.00003889749,0.0007525681,0.4005233,0.00007678829,0.000194966,0.0008418449,0.0202626,0.00003709275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9394933,0.03552772,0.0001682047,0.004868883,0.00008526605,0.0000523903,0.0003118513,0.000009927999,0.01948256],"genre_scores_gemma":[0.9703053,0.02750638,0.0002748355,0.0002460238,0.00001977174,0.00002929733,0.0002293657,0.00000450071,0.001384547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6806994,"threshold_uncertainty_score":0.6348841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176608407060295,"score_gpt":0.330770385142987,"score_spread":0.299004301072384,"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."}}