{"id":"W4281730566","doi":"10.29173/assert40","title":"Students struggle towards curriculum change in Economics Education","year":2022,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economics education; Mainstream economics; Curriculum; Mainstream; Narrative; Schools of economic thought; Human development theory; Political science; Economics; Political economy; Positive economics; Sociology; Applied economics; Economic growth; Higher education; Neoclassical economics; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01040983,0.000107999,0.0002320551,0.0006608253,0.002379629,0.00005461524,0.0006814076,0.00007074492,0.0001472803],"category_scores_gemma":[0.002484515,0.0001351215,0.00009453668,0.001631052,0.0005585882,0.0003033916,0.0002294515,0.0003757768,0.000002900787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001396117,"about_ca_system_score_gemma":0.004216183,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009350054,"about_ca_topic_score_gemma":0.001260577,"domain_scores_codex":[0.9966023,0.001308811,0.0004372736,0.0003078032,0.0008384765,0.0005053201],"domain_scores_gemma":[0.9970877,0.0003989833,0.0002427749,0.0001577573,0.002046144,0.00006669822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002181655,0.002529751,0.02918815,0.00004044328,0.00009675887,3.583211e-8,0.3655405,0.000004681969,0.000005466675,0.1604844,0.09033585,0.3517521],"study_design_scores_gemma":[0.00009714075,0.0000608798,0.03295473,0.00001109571,0.000004954419,7.01766e-8,0.5282314,0.000001733629,0.00001857352,0.0228803,0.415639,0.0001000814],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9261319,0.001435879,0.000002429875,0.06011293,0.00287923,0.001673055,0.00003857675,0.00001944894,0.007706548],"genre_scores_gemma":[0.9838946,0.001129804,0.001406731,0.00111014,0.001736057,0.007250203,0.00007049809,0.00002286625,0.003379104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.351652,"threshold_uncertainty_score":0.9989191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4799175502436439,"score_gpt":0.6439581091751725,"score_spread":0.1640405589315286,"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."}}