{"id":"W2035516024","doi":"10.1007/s00267-009-9397-2","title":"Public Participation in Local Government Review of Development Proposals in Hazardous Locations: Does it Matter, and What Do Local Government Planners Have to Do with It?","year":2009,"lang":"en","type":"article","venue":"Environmental Management","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Public participation; Stakeholder; Local government; Government (linguistics); Hazard; Business; Plan (archaeology); Environmental planning; Planner; Environmental resource management; Public economics; Public administration; Economics; Political science; Public relations; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0008087376,0.0002190486,0.0002578077,0.00007789169,0.0001161936,0.0001771002,0.0002908435,0.00004094696,0.0002929526],"category_scores_gemma":[0.000008221675,0.0001731894,0.00002714764,0.0002094482,0.000273878,0.0007059565,0.0002220056,0.00007838308,0.00005494912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285364,"about_ca_system_score_gemma":0.00002146926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004694881,"about_ca_topic_score_gemma":0.001161469,"domain_scores_codex":[0.9969026,0.0001394124,0.0005446742,0.0004921085,0.001478739,0.000442493],"domain_scores_gemma":[0.9994165,0.00002435978,0.0001514556,0.0002539797,0.000004837043,0.0001488391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000141527,0.00174624,0.05890762,0.0009645539,0.00007637842,0.00006334508,0.01503051,0.001314688,0.00001442256,0.002608519,0.002061705,0.9170705],"study_design_scores_gemma":[0.002066626,0.0005126497,0.4525791,0.01131662,0.00009921221,0.00000139232,0.35213,0.0001957905,0.0003230317,0.0002935717,0.1794853,0.000996706],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7795732,0.01402104,0.0174649,0.09385478,0.0005043888,0.0150509,0.00003069038,0.00007431955,0.07942579],"genre_scores_gemma":[0.9822482,0.0122884,0.0007810101,0.002938785,0.000011432,0.0002680854,0.000009247041,0.00001066916,0.001444145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9160738,"threshold_uncertainty_score":0.7062457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095095037198875,"score_gpt":0.2564283962341512,"score_spread":0.2454774458621624,"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."}}