{"id":"W4280625342","doi":"10.1177/01614681221086773","title":"Can Teacher Education Save Democracy?","year":2022,"lang":"en","type":"article","venue":"Teachers College Record The Voice of Scholarship in Education","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada; University of Ottawa","keywords":"Democracy; Democratic education; Politics; Accountability; Political science; Context (archaeology); Austerity; Literacy; Teacher education; Corporate governance; Sociology; Pedagogy; Public relations; Public administration; Law; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003905354,0.0001460213,0.0002087297,0.0003521877,0.001413073,0.00004378676,0.0007521887,0.0001104772,0.0006361334],"category_scores_gemma":[0.00122924,0.0001485073,0.00009442912,0.001349894,0.0002450029,0.0002583004,0.00006222173,0.001050022,0.00002042489],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00247148,"about_ca_system_score_gemma":0.007494942,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01702687,"about_ca_topic_score_gemma":0.008130913,"domain_scores_codex":[0.9965107,0.001814127,0.0004144153,0.0003236961,0.0005742125,0.0003628902],"domain_scores_gemma":[0.9986039,0.0003806605,0.0003190622,0.0003953076,0.0001467255,0.0001543521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009544534,0.003713527,0.410922,0.0000321544,0.0000315302,7.646545e-7,0.2667128,0.00002706152,0.0002182838,0.05432169,0.0335656,0.2303591],"study_design_scores_gemma":[0.0001884502,0.00007770626,0.07197493,0.00003769225,0.00003526548,0.000003256601,0.4574314,0.000004566134,0.00001114727,0.01990211,0.4500981,0.0002353259],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209262,0.001001684,0.000001470347,0.02556286,0.004106237,0.0005245213,0.000009330626,0.00005337185,0.04781428],"genre_scores_gemma":[0.9736723,0.00007083558,0.0004651854,0.0005382637,0.0005947953,0.0003129697,0.00001692558,0.00002673292,0.02430194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4165325,"threshold_uncertainty_score":0.9998869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06024553828468876,"score_gpt":0.3639225287242937,"score_spread":0.3036769904396049,"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."}}