{"id":"W2893305507","doi":"","title":"STRATEGIES FOR MORE INCLUSIVE MUNICIPAL PARTICIPATORY GOVERNANCE AND IMPLEMENTING UN-HABITAT’S NEW URBAN AGENDA:: IMPROVING CONSULTATION AND PARTICIPATION IN URBAN PLANNING DECISION-MAKING PROCESSES THROUGH RAPID ETHNOGRAPHIC ASSESSMENT PROCEDURES","year":2018,"lang":"en","type":"article","venue":"The Canadian Bar Review","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public participation; Neighbourhood (mathematics); Sociology; Urban planning; Citizen journalism; Corporate governance; Ethnography; Community engagement; Public relations; Deliberation; Environmental planning; Political science; Geography; Engineering; Management; Law; Civil engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006490778,0.0001702296,0.0002124371,0.00005158419,0.001087381,0.0003793653,0.0001408021,0.0000308241,0.0001125166],"category_scores_gemma":[0.0004240312,0.000128388,0.00002771806,0.0001444722,0.000218777,0.000797512,0.0000702476,0.000105396,8.787569e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007865395,"about_ca_system_score_gemma":0.0003307749,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01667163,"about_ca_topic_score_gemma":0.6721109,"domain_scores_codex":[0.9987874,0.00007840066,0.0003802396,0.0002434703,0.0001554317,0.000355056],"domain_scores_gemma":[0.9991031,0.0002625959,0.0002423114,0.0001357947,0.0001868549,0.00006939218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000734097,0.00002952471,0.01506075,0.008919466,0.0001434061,0.000008936963,0.5554937,0.00002378049,0.00002421631,0.2716579,0.02064533,0.1279197],"study_design_scores_gemma":[0.001753951,0.000469451,0.05438678,0.01626858,0.0006513874,0.000004316616,0.08188219,0.005294107,0.00002005252,0.02546154,0.8127179,0.001089795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8322756,0.1464242,0.0003360449,0.009248034,0.0002467052,0.004644879,0.0001024238,0.0000819066,0.006640135],"genre_scores_gemma":[0.9952847,0.001918431,0.0004585485,0.001769372,0.0002165964,0.0002300509,0.00003318827,0.00001664824,0.0000724715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7920725,"threshold_uncertainty_score":0.9898764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1275451894897155,"score_gpt":0.3718529049313126,"score_spread":0.2443077154415971,"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."}}