{"id":"W4394856174","doi":"10.1177/0739456x241242707","title":"Planners’ Changing Relationships With Participation: The Impact of New Training and Certification Schemes","year":2024,"lang":"en","type":"article","venue":"Journal of Planning Education and Research","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Certification; Public participation; Public relations; Consolidation (business); Exploratory research; Political science; Training (meteorology); Public administration; Business; Sociology; Accounting; Geography; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002734448,0.00004068109,0.00007418096,0.0002354629,0.0004432176,0.0001630569,0.00007365598,0.00003784461,0.00001044842],"category_scores_gemma":[0.0006198714,0.00002374812,0.0000205474,0.0004823648,0.0001610489,0.0002299529,0.000007837585,0.0003447506,7.897549e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005217013,"about_ca_system_score_gemma":0.001307152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003244172,"about_ca_topic_score_gemma":0.00001881685,"domain_scores_codex":[0.9990775,0.0002013181,0.0001545964,0.00007126652,0.0003476361,0.0001477137],"domain_scores_gemma":[0.9989212,0.0006328111,0.0001058741,0.00004903267,0.0001874851,0.0001035903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007364496,0.00005248805,0.1654776,0.00004359217,0.00009075658,0.000004860061,0.755194,0.0003171595,0.0002259425,0.009929638,0.03697447,0.03161588],"study_design_scores_gemma":[0.000262344,0.0003930234,0.7064658,0.001998812,0.00004879074,0.00009103192,0.1886406,0.001606972,0.0001060099,0.002677568,0.09756595,0.000143098],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864724,0.005951252,0.0002377889,0.005588326,0.0001213477,0.00006739207,0.000001279505,0.000006792824,0.001553403],"genre_scores_gemma":[0.9969723,0.0001341214,0.0002591189,0.000007184678,0.0003906742,0.000002104527,0.000001313818,0.000004254663,0.002228904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5665534,"threshold_uncertainty_score":0.3408916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3444108846799142,"score_gpt":0.5122269467872657,"score_spread":0.1678160621073514,"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."}}