{"id":"W3209654791","doi":"10.5430/jct.v10n4p1","title":"Perceptions of Teachers and Subject Advisers Regarding Curriculum Development Processes in Fort Beaufort District, Eastern Cape","year":2021,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Beaufort scale; Subject (documents); Cape; Pedagogy; Quality (philosophy); Focus group; Perception; Curriculum development; Psychology; Mathematics education; Medical education; Sociology; Geography; Library science; Medicine; Archaeology; 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":[0.001269874,0.0001210064,0.0002938458,0.0001730158,0.0003481941,0.00008043436,0.0001068686,0.00006266638,0.0000150304],"category_scores_gemma":[0.0008984215,0.0001028464,0.00006112913,0.00023033,0.0001319264,0.0003883471,0.00004036043,0.0004165445,4.289738e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170208,"about_ca_system_score_gemma":0.0004991751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005419517,"about_ca_topic_score_gemma":0.001329415,"domain_scores_codex":[0.9985708,0.0002429005,0.0004623748,0.0001536638,0.0003363614,0.0002339232],"domain_scores_gemma":[0.9991856,0.0001006125,0.0003073923,0.00005498665,0.0002112432,0.0001401676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002406539,0.0001688226,0.7742565,0.00006750235,0.00003467473,0.000007653478,0.2082757,0.000002673707,0.0000549361,0.0001711347,0.00008705337,0.01687092],"study_design_scores_gemma":[0.0004210741,0.0000300376,0.2103644,0.000367027,0.0000520582,0.00004133085,0.7798605,0.00001045476,0.00005242692,0.00004872142,0.008589732,0.0001622351],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934965,0.002359151,0.0001361083,0.002120973,0.0001834274,0.00007800965,7.738363e-7,0.000009834669,0.00161518],"genre_scores_gemma":[0.9979116,0.0004444318,0.001237662,0.00003730338,0.000154302,0.000003946815,0.000001727349,0.000007407508,0.0002015939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5715848,"threshold_uncertainty_score":0.4193954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03662535428969296,"score_gpt":0.3431214703016462,"score_spread":0.3064961160119533,"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."}}