{"id":"W4411268421","doi":"10.22318/icls2025.756846","title":"Fostering Reflective Practice for Addressing Social Justice in Education: Experiences with Preservice Teachers","year":2025,"lang":"en","type":"article","venue":"Proceedings.","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social justice; Reflective practice; Pedagogy; Computer science; Reflection (computer programming); Mathematics education; Sociology; Psychology; Medical education; Medicine; Criminology","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":[],"consensus_categories":[],"category_scores_codex":[0.000465387,0.0000823172,0.0001110297,0.00008960032,0.001133986,0.0002090332,0.0001816811,0.00006047254,0.00001365089],"category_scores_gemma":[0.0006040245,0.0000650965,0.00002201021,0.0006363965,0.0001463706,0.0008366317,0.00009603881,0.0001023333,0.000001635977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526077,"about_ca_system_score_gemma":0.0005875931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004362469,"about_ca_topic_score_gemma":0.0002481951,"domain_scores_codex":[0.9991891,0.0000142374,0.0001295737,0.0002254528,0.0001957584,0.00024582],"domain_scores_gemma":[0.9992034,0.00008172641,0.000115652,0.00002868848,0.0005331957,0.00003726738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001068304,0.0001774492,0.000613724,0.0001304077,0.0000304257,1.471685e-7,0.9269368,5.938612e-7,0.00001518761,0.02467868,0.01452591,0.03278383],"study_design_scores_gemma":[0.0001655919,0.00002277847,0.000336952,0.00009032511,0.00003716073,2.601567e-7,0.7873631,0.00000453964,0.00003679561,0.0004447846,0.2114199,0.00007783135],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1136797,0.0003464726,0.0000558385,0.0135672,0.001199316,0.000629,7.573827e-7,0.0000601494,0.8704616],"genre_scores_gemma":[0.9875295,0.00006096006,0.003576603,0.001140594,0.0007387741,0.0007667099,0.00000101665,0.000007843599,0.006178058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8738497,"threshold_uncertainty_score":0.8721818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08906532984818785,"score_gpt":0.4544312751325002,"score_spread":0.3653659452843123,"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."}}