{"id":"W4414944847","doi":"10.18260/1-2--57652","title":"Shifting Charity Mindsets to Justice Mindsets: An Evaluation of One Reflective Pedagogical Technique","year":2025,"lang":"en","type":"article","venue":"","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Economic Justice; Reflection (computer programming); Work (physics); Reflective practice; Context (archaeology)","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":[0.0219562,0.001005732,0.001100812,0.001485538,0.002581402,0.003253138,0.003536243,0.002246932,0.01333011],"category_scores_gemma":[0.0728286,0.0005927919,0.001068825,0.0008122308,0.003343309,0.003225779,0.00579893,0.003399496,0.002033289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289761,"about_ca_system_score_gemma":0.00455136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005234702,"about_ca_topic_score_gemma":0.0008883038,"domain_scores_codex":[0.9831135,0.01107706,0.0006742269,0.001845446,0.002505921,0.0007838022],"domain_scores_gemma":[0.8953962,0.0865989,0.001700532,0.01014208,0.003096942,0.003065311],"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":[0.003604398,0.04783539,0.004146341,0.001873844,0.00015228,0.000246391,0.08451524,0.001525073,0.009610568,0.0133539,0.003491396,0.8296452],"study_design_scores_gemma":[0.0394515,0.1584784,0.06457693,0.005123962,0.003578497,0.003050457,0.2358913,0.04146596,0.1315042,0.1193974,0.1960817,0.001399763],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7896036,0.0003481361,0.1625559,0.001843215,0.0007121394,0.01011559,0.0001461509,0.001434091,0.03324116],"genre_scores_gemma":[0.7604551,0.000510564,0.2148578,0.000784033,0.0001153473,0.0113047,0.0001180987,0.0003354049,0.01151907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0219562,"threshold_uncertainty_score":0.1161168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3546371713306638,"score_gpt":0.5231706927803681,"score_spread":0.1685335214497043,"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."}}