{"id":"W3108011748","doi":"10.1177/0569434520974658","title":"Teaching Methods in Undergraduate Introductory Economics Courses: Results From a Sixth National Quinquennial Survey","year":2020,"lang":"en","type":"article","venue":"The American Economist","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Delaware","keywords":"Mathematics education; Quarter (Canadian coin); Diversity (politics); Inclusion (mineral); Economics education; Teaching method; Medical education; Psychology; Sociology; Social science; Primary education; Geography; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008317169,0.0001389187,0.0002992213,0.00009359737,0.0004467916,0.0001151426,0.0006487153,0.00003744888,0.00006031281],"category_scores_gemma":[0.008827341,0.0001380442,0.00005190987,0.0004108138,0.001067807,0.0002279403,0.00007703496,0.0003892382,0.00006819243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007308654,"about_ca_system_score_gemma":0.001318226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07132453,"about_ca_topic_score_gemma":0.008142536,"domain_scores_codex":[0.9954367,0.003174991,0.0005547239,0.0004330066,0.0001230185,0.0002775972],"domain_scores_gemma":[0.9941978,0.004782898,0.0005408874,0.0002597054,0.0001369909,0.00008175919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001442649,0.0004175225,0.03138133,0.000008809425,0.0004065909,0.000001902208,0.1138377,0.01056115,0.0006075746,0.5357533,0.03484652,0.2707349],"study_design_scores_gemma":[0.001369158,0.00010804,0.2749084,0.00001423153,0.00003113052,0.000001304899,0.0324288,0.006037369,0.0001371829,0.1207696,0.563289,0.0009058747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.787669,0.00003389502,0.003149066,0.1795322,0.001279005,0.0003179176,0.0004109565,0.00007479754,0.02753316],"genre_scores_gemma":[0.9115059,0.00004119186,0.07816472,0.007460817,0.002304194,0.00002761813,0.0001159472,0.00002440036,0.000355144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5284424,"threshold_uncertainty_score":0.9995217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09815625994146436,"score_gpt":0.4454414583282816,"score_spread":0.3472851983868173,"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."}}