{"id":"W4386881126","doi":"10.32920/24084537.v1","title":"Meaningful and inclusive engagement: are we there yet? A case study of Scarborough neighbourhood improvement areas (NIAS) participatory processes","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Canada Excellence Research Chairs, Government of Canada","keywords":"Citizen journalism; Neighbourhood (mathematics); Ethnic group; Sociology; Empowerment; Participatory action research; Public administration; Political science; Public participation; Public relations","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.004677676,0.0004763231,0.0003614441,0.0008898587,0.02622054,0.005036689,0.001385303,0.00169746,0.003129265],"category_scores_gemma":[0.006119965,0.0003564488,0.0003531504,0.002390686,0.01525006,0.002416853,0.007276666,0.002203459,0.0002067855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02447721,"about_ca_system_score_gemma":0.01770808,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4138003,"about_ca_topic_score_gemma":0.695424,"domain_scores_codex":[0.991931,0.005461044,0.0001716635,0.0003639731,0.0006552065,0.001417038],"domain_scores_gemma":[0.9936472,0.003645164,0.0005409884,0.0002816637,0.0004166639,0.001468295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003182273,0.00005868399,0.005372863,0.0001479547,0.000005887073,0.004430442,0.9778266,0.0001310739,0.0003252299,0.005434647,0.001202241,0.005032512],"study_design_scores_gemma":[0.000006528469,0.00006066571,0.00533761,0.00009021062,0.000007092036,0.00028256,0.9798644,0.00007715969,0.00008026131,0.0003513026,0.0138344,0.00000786008],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653082,0.0009096888,0.0007080347,0.005117854,0.00004641725,0.0003060139,0.00005274662,0.00001386279,0.02753715],"genre_scores_gemma":[0.995074,0.0006561627,0.000552576,0.0002732668,0.00001110406,0.0001196691,0.00002228681,0.000005486519,0.003285438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5861996,"threshold_uncertainty_score":0.8227835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260626513908142,"score_gpt":0.3676541160929924,"score_spread":0.2415914647021782,"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."}}