{"id":"W2168987783","doi":"10.1142/s146433321250010x","title":"MAKING IT REAL: WHAT RISK MANAGERS SHOULD KNOW ABOUT COMMUNITY ENGAGEMENT","year":2012,"lang":"en","type":"article","venue":"Journal of Environmental Assessment Policy and Management","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Engineering and Physical Sciences Research Council","keywords":"Misrepresentation; Risk management; Risk communication; Public relations; Community engagement; Public engagement; Contaminated land; Sociology; Business; Knowledge management; Risk analysis (engineering); Political science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05485356,0.00120781,0.002041231,0.002325332,0.01557872,0.02619554,0.004024202,0.02168891,0.009646772],"category_scores_gemma":[0.1025215,0.0008449471,0.001095233,0.001720184,0.04472187,0.06498899,0.01250671,0.03050926,0.003126655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006200807,"about_ca_system_score_gemma":0.01522924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004524326,"about_ca_topic_score_gemma":0.004173733,"domain_scores_codex":[0.9582291,0.03075224,0.001345882,0.001865001,0.004582623,0.003225046],"domain_scores_gemma":[0.870935,0.08908501,0.00686395,0.005894762,0.01182994,0.01539132],"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":[0.0001481145,0.0005947005,0.006849316,0.003032404,0.0001306921,0.001244075,0.2845554,0.0009268636,0.0007790428,0.3086298,0.1213754,0.2717343],"study_design_scores_gemma":[0.00003212365,0.0001151055,0.001565092,0.005282663,0.00003917157,0.000775468,0.196745,0.000650692,0.000459866,0.5581321,0.2360669,0.0001358439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006420015,0.01508211,0.00849898,0.9512168,0.001952969,0.00004774531,0.00002921835,0.00006775929,0.01668435],"genre_scores_gemma":[0.6403328,0.05693736,0.01869639,0.2692476,0.006539505,0.0005393914,0.0001617904,0.0002445125,0.007300729],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05485356,"threshold_uncertainty_score":0.2900968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050090457736231,"score_gpt":0.4161257577456117,"score_spread":0.3111167119719886,"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."}}