{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02088177,0.0002031072,0.0003520598,0.001601196,0.009663437,0.00736288,0.001324122,0.002235903,0.008355803],"category_scores_gemma":[0.03648407,0.00054438,0.0002974541,0.002277378,0.01782925,0.007601195,0.01181533,0.004532554,0.0003432458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01093832,"about_ca_system_score_gemma":0.01471905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02593173,"about_ca_topic_score_gemma":0.04891075,"domain_scores_codex":[0.9777368,0.01638866,0.0002903814,0.000958905,0.001796504,0.0028289],"domain_scores_gemma":[0.9743019,0.014485,0.002346789,0.001278914,0.001522975,0.00606433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006812012,0.0001095405,0.01604508,0.00009480571,0.00001056146,0.0009647374,0.9079217,0.0003909173,0.0003238206,0.04132507,0.004301444,0.02844414],"study_design_scores_gemma":[0.00002575765,0.0001007919,0.01979032,0.0001906412,0.000009216699,0.0002837556,0.8830149,0.0003642478,0.0001355132,0.009729182,0.08631432,0.00004134583],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8888967,0.0004794361,0.003093966,0.037309,0.0001270569,0.0001354027,0.00006679098,0.00005565416,0.06983609],"genre_scores_gemma":[0.9969945,0.0001780724,0.0003697482,0.0004901125,0.00001851841,0.00002386346,0.00001332281,0.00001118417,0.001900671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02593173,"threshold_uncertainty_score":0.1104347,"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."}}