{"id":"W6987689508","doi":"","title":"From Theory to Practice: Empowering Teacher Agency and Confidence through Cross-Sectoral Communities of Practice to Implement Universal Design for Learning.","year":2025,"lang":"en","type":"other","venue":"Trinity's Access to Research Output (TARA) (Trinity College Dublin)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Universal Design for Learning; Transformative learning; Agency (philosophy); Professional development; Foundation (evidence); Inclusion (mineral); Empowerment; Empirical research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04227835,0.0002916302,0.0002737546,0.0009203885,0.002882654,0.007534851,0.001682628,0.001650939,0.04826726],"category_scores_gemma":[0.06994083,0.0003279527,0.0003662464,0.0007827884,0.005781735,0.002771853,0.01052498,0.002677215,0.008918264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005936101,"about_ca_system_score_gemma":0.03181516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007528207,"about_ca_topic_score_gemma":0.02090792,"domain_scores_codex":[0.9607851,0.03026427,0.0008846782,0.001254052,0.005304947,0.001507003],"domain_scores_gemma":[0.9359391,0.0246715,0.002267378,0.01003651,0.01815379,0.008931773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000260298,0.0008618764,0.004219706,0.001219472,0.00001721317,0.0002708691,0.02542151,0.0006813839,0.001845854,0.1398727,0.3010106,0.5243185],"study_design_scores_gemma":[0.0002181725,0.0004920351,0.007535568,0.003210184,0.00001808211,0.0002333412,0.01951707,0.001446647,0.00316226,0.0377163,0.9264007,0.00004967838],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03410512,0.0009320388,0.08480191,0.05069667,0.002550253,0.006419266,0.0008255169,0.002024493,0.8176447],"genre_scores_gemma":[0.5097678,0.001251122,0.1526155,0.009037976,0.0002422369,0.007518884,0.001485266,0.001343067,0.3167381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04826726,"threshold_uncertainty_score":0.223592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3760074629091382,"score_gpt":0.5707264809505981,"score_spread":0.1947190180414599,"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."}}