{"id":"W2155230522","doi":"","title":"Assessing the Impacts of Public Participation: Concepts, Evidence and Policy Implications","year":2006,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scrutiny; Public relations; Variety (cybernetics); Political science; Warrant; Public policy; Public participation; Public engagement; Work (physics); Public administration; Policy studies; Business; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2223979,0.001909877,0.003606587,0.01106693,0.002993508,0.01414147,0.004714727,0.008013097,0.01310878],"category_scores_gemma":[0.4493841,0.0009188207,0.002830936,0.01684671,0.02783963,0.02124009,0.01139654,0.006003095,0.0009717112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01336822,"about_ca_system_score_gemma":0.01687605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266201,"about_ca_topic_score_gemma":0.00986101,"domain_scores_codex":[0.7259931,0.2229124,0.01141065,0.007990925,0.02785211,0.003840832],"domain_scores_gemma":[0.1754287,0.7883016,0.01797699,0.006407843,0.01071366,0.001171164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00140093,0.0009963401,0.04352476,0.09378602,0.002391522,0.0002814979,0.01431472,0.002361401,0.0001488926,0.1697028,0.007117388,0.6639738],"study_design_scores_gemma":[0.0005564044,0.001665007,0.05873101,0.338302,0.003942267,0.0006659257,0.06894711,0.002728914,0.001368951,0.4394821,0.08331031,0.0002999526],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0506984,0.7488808,0.0120399,0.1132455,0.001392096,0.001685924,0.001148127,0.00006597136,0.07084327],"genre_scores_gemma":[0.6054978,0.3647129,0.01036561,0.01425072,0.001141749,0.002508312,0.0004048995,0.00004888277,0.001069174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2223979,"threshold_uncertainty_score":0.9589218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2429779349892884,"score_gpt":0.5413680846835912,"score_spread":0.2983901496943029,"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."}}