{"id":"W2980138343","doi":"10.3390/land8100150","title":"Participatory Rural Appraisal Approaches for Public Participation in EIA: Lessons from South Africa","year":2019,"lang":"en","type":"article","venue":"Land","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University","funders":"Social Sciences and Humanities Research Council of Canada; North-West University","keywords":"Public participation; Participatory rural appraisal; Citizen journalism; Environmental planning; Participatory development; Rural development; Participatory planning; Community participation; Geography; Environmental resource management; Political science; Business; Environmental protection; Socioeconomics; Public administration; Sociology; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03188907,0.0007330148,0.0004914278,0.001626331,0.007568203,0.00566353,0.001334779,0.001279085,0.003986499],"category_scores_gemma":[0.02650583,0.00043017,0.0004953397,0.002005677,0.007128894,0.005475729,0.009535113,0.002772041,0.0004577546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004653573,"about_ca_system_score_gemma":0.01076319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004698263,"about_ca_topic_score_gemma":0.01335979,"domain_scores_codex":[0.9685858,0.02868699,0.0003950863,0.0003264248,0.0008672337,0.001138356],"domain_scores_gemma":[0.9606259,0.03416681,0.001056706,0.001210265,0.001801916,0.001138387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001754449,0.0005682181,0.006098236,0.002408199,0.00004596507,0.002592411,0.6910435,0.001145854,0.001929204,0.04610983,0.003539591,0.2443436],"study_design_scores_gemma":[0.0002031931,0.0008023999,0.0203573,0.003362158,0.00004767593,0.001004358,0.7802315,0.001811203,0.001831793,0.05811227,0.132145,0.00009115984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.625905,0.01189525,0.06646921,0.0791085,0.0004484154,0.005360597,0.0001089757,0.0001305436,0.2105734],"genre_scores_gemma":[0.9548224,0.005155866,0.03231996,0.0009873234,0.00007250816,0.001617017,0.00001967401,0.00004029541,0.00496514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03188907,"threshold_uncertainty_score":0.1686475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1803378011297933,"score_gpt":0.3818520895139176,"score_spread":0.2015142883841244,"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."}}