{"id":"W4406650967","doi":"10.1016/j.sel.2025.100079","title":"Beyond good intentions: How a social, emotional, and cultural competency framework leads to improvements in teacher preparation","year":2025,"lang":"en","type":"article","venue":"Social and Emotional Learning Research Practice and Policy","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Reach Technologies (Canada)","funders":"","keywords":"Psychology; Social emotional learning; Teacher preparation; Cultural competence; Social psychology; Pedagogy; Applied psychology; Teacher education; Developmental psychology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002342757,0.0001036387,0.0001381561,0.0003687942,0.002828175,0.0005706968,0.00008852626,0.0001616298,0.00005228034],"category_scores_gemma":[0.006341076,0.000105367,0.00002954522,0.0008775871,0.0003577941,0.000681055,0.0001361856,0.0007261344,0.00001174919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161799,"about_ca_system_score_gemma":0.001243195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00273652,"about_ca_topic_score_gemma":0.0007130615,"domain_scores_codex":[0.9975343,0.0009852224,0.0001781465,0.0002995693,0.0006222262,0.0003805803],"domain_scores_gemma":[0.9987094,0.000579392,0.00006555105,0.00003980141,0.0004691197,0.0001367584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006229575,0.0002033402,0.05424269,0.00004454746,0.00004867597,9.369624e-7,0.1061552,0.000001802436,0.0001116892,0.8018883,0.005411174,0.03182942],"study_design_scores_gemma":[0.0004493355,0.0001252143,0.7299202,0.0001405957,0.00001191295,0.000001816935,0.08317888,0.00001296014,0.000002958089,0.05394928,0.1320229,0.000183897],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6304168,0.000275155,0.00006670202,0.3160064,0.0001056334,0.0004286431,0.000004317125,0.00003175654,0.05266457],"genre_scores_gemma":[0.9779884,0.0007996593,0.000838559,0.001403384,0.000772568,0.00005242541,0.00001888316,0.000006705778,0.01811938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.747939,"threshold_uncertainty_score":0.99847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06783580292547112,"score_gpt":0.4754330966517616,"score_spread":0.4075972937262905,"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."}}