{"id":"W2898717632","doi":"10.1080/02188791.2018.1530192","title":"School-based curriculum development in Singapore: a case study of a primary school","year":2018,"lang":"en","type":"article","venue":"Asia Pacific Journal of Education","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Education","keywords":"Curriculum; Pedagogy; Curriculum development; Constructive; Sociology; Work (physics); Psychology; Mathematics education; Political science; Process (computing); Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002357621,0.0001204599,0.0002703226,0.0004626675,0.0002444325,0.00006459235,0.0002581624,0.0000831044,0.0003290559],"category_scores_gemma":[0.0006582377,0.0001204264,0.0000490142,0.0005148789,0.0001502284,0.0003792566,0.00002026295,0.0002369754,0.00004863718],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001479619,"about_ca_system_score_gemma":0.01008985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008687514,"about_ca_topic_score_gemma":0.001102298,"domain_scores_codex":[0.9979841,0.0003259967,0.0008733596,0.0001691074,0.0004094983,0.0002379918],"domain_scores_gemma":[0.9980943,0.000106299,0.0008079218,0.0001604668,0.0006036083,0.0002273863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003469403,0.00272655,0.8757046,0.00001802004,0.00005579609,0.00006964095,0.09041243,0.000003742277,0.00008523413,0.0001013006,0.005848335,0.02493967],"study_design_scores_gemma":[0.001319857,0.0003096526,0.1992005,0.0002166633,0.00003409109,0.0001817379,0.7812887,0.000003510138,0.0002040529,0.0003188079,0.01667635,0.0002459933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802544,0.00009633483,0.00003805212,0.0005424605,0.001516713,0.0004035188,2.686147e-7,0.000009135273,0.01713919],"genre_scores_gemma":[0.9931533,0.000008623923,0.006029896,0.00005987256,0.0003857338,0.00001873034,0.000001638061,0.00001124844,0.0003310116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6908763,"threshold_uncertainty_score":0.995522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400910605366384,"score_gpt":0.327603205914561,"score_spread":0.3035940998608972,"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."}}