{"id":"W4407732412","doi":"10.1016/j.gloenvcha.2025.102981","title":"Integrating power, justice and reflexivity into transformative climate change adaptation","year":2025,"lang":"en","type":"article","venue":"Global Environmental Change","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Transformative learning; Reflexivity; Adaptation (eye); Climate change; Climate justice; Power (physics); Sociology; Climate change adaptation; Economic Justice; Environmental ethics; Political science; Environmental resource management; Social science; Psychology; Environmental science; Law; Philosophy; Geology; Oceanography; Pedagogy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002737518,0.0002689636,0.0002094609,0.00002400578,0.0003649406,0.0000418657,0.0001897349,0.0001246769,0.0004621547],"category_scores_gemma":[0.00002983862,0.0002637921,0.00006274707,0.0002571036,0.000392497,0.0009279503,0.0003763673,0.0001572257,0.0001358156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267271,"about_ca_system_score_gemma":0.000004170315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009590811,"about_ca_topic_score_gemma":0.000933084,"domain_scores_codex":[0.998412,0.000087013,0.0002516213,0.0004822615,0.0002987878,0.0004683318],"domain_scores_gemma":[0.9995092,0.00003920367,0.0001076552,0.000224085,0.000003054316,0.0001168066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008234102,0.001102468,0.1928303,0.001140276,0.00007730699,0.00007203549,0.1844107,0.00005708,0.002474927,0.01436698,0.0006821049,0.6019624],"study_design_scores_gemma":[0.001919056,0.0005708336,0.8219512,0.0002777005,0.0002816338,0.00002888903,0.1405367,0.005583268,0.0005788072,0.008916379,0.01829998,0.001055545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781246,0.0009589202,0.0003675312,0.001480787,0.0002702149,0.0008662881,0.0002442375,0.00007673388,0.01761067],"genre_scores_gemma":[0.9956786,0.001244037,0.0006130051,0.002081264,0.00004544536,0.0002488123,0.00003454596,0.00001009113,0.00004421752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6291208,"threshold_uncertainty_score":0.9999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827621769930407,"score_gpt":0.2906593985397762,"score_spread":0.2623831808404721,"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."}}