{"id":"W4386244456","doi":"10.1080/01944363.2023.2240794","title":"Community Animators and Participatory Planning","year":2023,"lang":"en","type":"article","venue":"Journal of the American Planning Association","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"George Cedric Metcalf Charitable Foundation","keywords":"Citizen journalism; Participatory planning; Sociology; Community engagement; Public relations; Participatory action research; Participatory GIS; Photovoice; Political science; Environmental planning; Geography; Economic growth","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05822125,0.0007822996,0.0007299661,0.002781615,0.0125665,0.008455092,0.00255568,0.003743091,0.01035265],"category_scores_gemma":[0.06070383,0.0007180198,0.0006299005,0.004395023,0.03398866,0.0096952,0.01317967,0.003536711,0.0005887342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009285223,"about_ca_system_score_gemma":0.01650978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005591179,"about_ca_topic_score_gemma":0.00809633,"domain_scores_codex":[0.8751891,0.1138349,0.001300941,0.004747616,0.003081995,0.001845426],"domain_scores_gemma":[0.8850784,0.09949426,0.003412427,0.006472951,0.003208961,0.002333017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008544014,0.0001505538,0.002638489,0.0008619241,0.00002576777,0.0004514747,0.2321843,0.001485214,0.0003459128,0.7094088,0.003731608,0.04863062],"study_design_scores_gemma":[0.0001459151,0.0002059806,0.001240297,0.001395673,0.00003227008,0.0004216174,0.2047021,0.005785522,0.0006728032,0.5496545,0.2356823,0.0000608939],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1657047,0.005306483,0.4385758,0.06911026,0.00097753,0.00890736,0.0003364985,0.0003597787,0.3107216],"genre_scores_gemma":[0.8708821,0.001045864,0.10912,0.001614658,0.00009200609,0.006037606,0.00006866089,0.00007192787,0.01106727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05822125,"threshold_uncertainty_score":0.3079071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07163813216452519,"score_gpt":0.3788258174293235,"score_spread":0.3071876852647983,"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."}}