{"id":"W1991134452","doi":"10.1002/sce.20435","title":"Currents in STSE education: Mapping a complex field, 40 years on","year":2011,"lang":"en","type":"article","venue":"Science Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":381,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pedagogy; Context (archaeology); Teacher education; Confusion; Typology; Field (mathematics); Psychology; Ideology; Sociology; Mathematics education; Politics; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001636587,0.00008156943,0.00007938462,0.000598527,0.0006020663,0.0001796364,0.0007005986,0.00004958766,0.00157735],"category_scores_gemma":[0.0009643788,0.00008880502,0.00002617485,0.002222315,0.0005559674,0.0009725847,0.00003021633,0.0001538461,0.0003315025],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313851,"about_ca_system_score_gemma":0.01046892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005425368,"about_ca_topic_score_gemma":0.001088136,"domain_scores_codex":[0.9983413,0.0001331707,0.0001986259,0.0003810085,0.0005637135,0.0003821618],"domain_scores_gemma":[0.9991076,0.00008221773,0.00009791875,0.0002813563,0.0002019857,0.0002289351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001083605,0.001243097,0.05775826,0.00000590237,0.000001243413,2.624062e-7,0.1836256,0.000001498016,0.0002481232,0.2304114,0.01383053,0.5128632],"study_design_scores_gemma":[0.0000778859,0.00004145654,0.7511477,0.0000640797,0.000001861917,0.000001053598,0.1373262,0.00001688538,0.0001327302,0.007558214,0.1034441,0.000187841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7528033,0.00003468467,0.00004069437,0.003461708,0.006769569,0.0002697465,6.889362e-7,0.000031941,0.2365877],"genre_scores_gemma":[0.9935751,0.00002743068,0.001110261,0.001670311,0.0004256192,0.00004188473,0.00000310884,0.000003988072,0.003142325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6933895,"threshold_uncertainty_score":0.9993353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2468886641600222,"score_gpt":0.4674076080397394,"score_spread":0.2205189438797172,"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."}}