{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006114063,0.0001060226,0.0002016307,0.00005740465,0.0001501487,0.0001311033,0.0002397818,0.0001403634,0.0001721299],"category_scores_gemma":[0.0005566481,0.00009684449,0.00005759004,0.0002428617,0.0001359977,0.0002870076,0.00004714096,0.000124825,0.0001824278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006565174,"about_ca_system_score_gemma":0.0001127005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251611,"about_ca_topic_score_gemma":0.003838404,"domain_scores_codex":[0.9985207,0.0002043036,0.0002089888,0.000246787,0.0002834256,0.0005357848],"domain_scores_gemma":[0.9990577,0.0004584163,0.00008570344,0.0002186822,0.0000370273,0.0001424838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003189119,0.00008752402,0.7372763,0.000008655866,0.00001633842,8.132653e-7,0.2482858,0.00004941435,0.00001465434,0.0129597,0.0001741959,0.001094705],"study_design_scores_gemma":[0.004420449,0.0002024588,0.2908666,0.00007277719,0.0001212493,1.115091e-7,0.07027759,0.008882577,0.0001002745,0.01389228,0.6100582,0.001105472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795896,0.0003427462,0.00037724,0.002245753,0.0005697697,0.0005260084,0.00006182494,0.00009256054,0.01619443],"genre_scores_gemma":[0.9982867,0.000001774961,0.000300978,0.0000334895,0.0002905652,0.000204326,0.0000293784,0.00001527127,0.0008374961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.609884,"threshold_uncertainty_score":0.3949204,"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."}}