{"id":"W2767393296","doi":"10.16997/jdd.287","title":"Reading Between the Lines of Participation: Tenant Participation and Participatory Budgeting in Toronto Community Housing","year":2017,"lang":"en","type":"article","venue":"Journal of Deliberative Democracy","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Deliberation; Reading (process); Public relations; Democracy; Sociology; Community engagement; Political science; Business; Politics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003350426,0.00008748789,0.0002700568,0.00002669979,0.001619767,0.0001436616,0.0002808288,0.00005656976,0.000007614027],"category_scores_gemma":[0.0034504,0.00005521998,0.00004865184,0.000057508,0.0003398118,0.0009506569,0.00005992233,0.0003108809,5.006878e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001382457,"about_ca_system_score_gemma":0.0001205359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007249318,"about_ca_topic_score_gemma":0.01044245,"domain_scores_codex":[0.9979129,0.0009055689,0.0005737544,0.000072188,0.0003130941,0.0002224219],"domain_scores_gemma":[0.9971619,0.0009580482,0.00128497,0.0001914011,0.0003150575,0.00008860381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004842509,0.00006144787,0.9326785,0.00001176711,0.0000365332,0.000005915139,0.05442584,0.00008172131,0.0003193592,0.0005086033,0.000275967,0.0115459],"study_design_scores_gemma":[0.0003529615,0.000119389,0.9890308,0.000272499,0.00005825737,7.305873e-7,0.006942161,0.0003058233,0.0009025419,0.001272453,0.0006563986,0.00008595837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947584,0.0002746361,0.0002135295,0.003412811,0.0001359617,0.00008749965,0.000003208209,0.000004854991,0.001109107],"genre_scores_gemma":[0.999028,0.0001361662,0.0003679193,0.00006408116,0.0003172319,0.00000294983,4.026659e-7,0.000006509757,0.00007671728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0563523,"threshold_uncertainty_score":0.99968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09448942154642608,"score_gpt":0.409787478978476,"score_spread":0.3152980574320499,"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."}}