{"id":"W2060817066","doi":"10.1007/s10460-010-9262-1","title":"The use and abuse of participatory rural appraisal: reflections from practice","year":2010,"lang":"en","type":"article","venue":"Agriculture and Human Values","topic":"Children's Rights and Participation","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Grassroots; Sociology; Public relations; Accountability; Participatory development; Public administration; Participatory action research; Empowerment; Civil society; Popularity; Community development; Political science; Citizen journalism; Politics; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002605154,0.00006334349,0.00007726001,0.00001121016,0.001358321,0.0002106649,0.00006181272,0.0000723144,0.00001490653],"category_scores_gemma":[0.0002257915,0.00003224591,0.00002374319,0.00006641931,0.0003969153,0.0004223369,0.00001287354,0.0001418064,0.000001964194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003915756,"about_ca_system_score_gemma":0.00001283746,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009103506,"about_ca_topic_score_gemma":0.04922196,"domain_scores_codex":[0.9993556,0.0001423991,0.0001262512,0.000102521,0.000146982,0.0001263174],"domain_scores_gemma":[0.9989797,0.0006446434,0.00009494867,0.00009444519,0.0001152296,0.00007100544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003241843,0.0002283529,0.03573145,0.000005466048,0.0001336166,0.000001182074,0.2494679,0.000002616022,0.0176746,0.6760464,0.01903502,0.001640925],"study_design_scores_gemma":[0.0001528491,0.00003878921,0.3344614,0.00001011943,0.0001158088,0.000001172747,0.008269461,0.000002978815,0.0004633797,0.005180766,0.6512001,0.0001032236],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956749,0.0001650604,0.000002948332,0.0008044585,0.0001763437,0.0001077645,0.000004869547,0.00002975597,0.003033898],"genre_scores_gemma":[0.9986058,0.0002472799,0.0001230348,0.00006996938,0.0004241924,0.00001002942,0.000008248047,0.000003153533,0.0005083225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6708657,"threshold_uncertainty_score":0.9999418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08981503412410423,"score_gpt":0.3903028513530444,"score_spread":0.3004878172289402,"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."}}