{"id":"W4403691997","doi":"10.4324/9781003388227-9","title":"The Long and Winding Road to Meaningful Public Participation in Impact Assessment","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Environmental science; Environmental planning; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.09157161,0.0008897408,0.00166182,0.002324549,0.01705189,0.02754081,0.003419562,0.01030913,0.006721512],"category_scores_gemma":[0.07757472,0.001042216,0.001293471,0.004184024,0.06363002,0.02801581,0.01865903,0.02180566,0.001421324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03271899,"about_ca_system_score_gemma":0.08360488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0596795,"about_ca_topic_score_gemma":0.07111961,"domain_scores_codex":[0.8538527,0.1049081,0.003734808,0.00595809,0.02592043,0.005625808],"domain_scores_gemma":[0.8392434,0.1226666,0.00491482,0.009958085,0.01626181,0.006955328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003477903,0.0001064404,0.001733776,0.002018969,0.00004794749,0.0003551027,0.208416,0.0005720209,0.0009481962,0.6184586,0.02001868,0.1472895],"study_design_scores_gemma":[0.00001627463,0.00006844184,0.003106851,0.006322328,0.00002749077,0.0002489658,0.1128316,0.0002929627,0.0006902119,0.2365089,0.6397932,0.00009290716],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03338629,0.05539105,0.06505774,0.6537371,0.002353054,0.0005084882,0.0001845027,0.000313877,0.1890678],"genre_scores_gemma":[0.7933382,0.06586553,0.05131989,0.07197372,0.001895587,0.0009887683,0.0002734831,0.0005008875,0.01384384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09157161,"threshold_uncertainty_score":0.4842827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.288502917140246,"score_gpt":0.5567152622253309,"score_spread":0.2682123450850848,"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."}}