{"id":"W2922514983","doi":"10.1177/1476750319829205","title":"Building transformative capacity in southern Africa: Surfacing knowledge and challenging structures through participatory Vulnerability and Risk Assessments","year":2019,"lang":"en","type":"article","venue":"Action Research","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department for International Development; Department of Science and Technology, Ministry of Science and Technology, India; Department of Science and Technology, Republic of South Africa; International Development Research Centre; Department for International Development, UK Government; Government of the United Kingdom","keywords":"Vulnerability (computing); Transformative learning; Transformational leadership; Participatory action research; Adaptive capacity; Technocracy; Citizen journalism; Sociology; Corporate governance; Climate change; Political science; Environmental planning; Environmental resource management; Public relations; Geography; Ecology; Business; Politics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02299944,0.0007566733,0.0004061462,0.003183835,0.01079474,0.007833365,0.001244722,0.001551409,0.003347492],"category_scores_gemma":[0.01836493,0.0004483105,0.0003428549,0.001895282,0.02636724,0.007997564,0.01601986,0.001976264,0.0002111398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00815031,"about_ca_system_score_gemma":0.01123041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005849209,"about_ca_topic_score_gemma":0.01073021,"domain_scores_codex":[0.9882365,0.009416661,0.0001474173,0.0004416028,0.0005651225,0.001192727],"domain_scores_gemma":[0.9845681,0.01177865,0.001077405,0.0009785568,0.0005762635,0.001020898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005347427,0.00005592171,0.005307638,0.0002440397,0.0000246607,0.001413612,0.8711743,0.001240263,0.001931622,0.08031188,0.001089729,0.03715288],"study_design_scores_gemma":[0.00002770985,0.0001148222,0.005671029,0.0005730519,0.00002009846,0.0004398372,0.7783238,0.001445788,0.001472125,0.1279895,0.08388496,0.00003733999],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8886435,0.001444411,0.02073096,0.01596126,0.00008242815,0.0003290569,0.00003653379,0.00006634857,0.07270551],"genre_scores_gemma":[0.9958487,0.0002504458,0.002351298,0.0001546719,0.000007126105,0.00007104449,0.00000700247,0.000008200611,0.00130158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02299944,"threshold_uncertainty_score":0.1216342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2537454838573834,"score_gpt":0.4239898742930955,"score_spread":0.1702443904357121,"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."}}