{"id":"W2134157009","doi":"10.1068/a43164","title":"Investigating the Knowledge interface between Stakeholder Engagement and Plan-Making","year":2010,"lang":"en","type":"article","venue":"Environment and Planning A Economy and Space","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Johns Hopkins University","keywords":"Deliberation; Stakeholder; Plan (archaeology); Stakeholder engagement; Process (computing); Legitimacy; Process management; Context (archaeology); Political science; Business; Public relations; Computer science; Politics; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0008590186,0.0001164858,0.0001229694,0.00002252439,0.000867975,0.0001688978,0.00008764069,0.00007211811,0.00003079517],"category_scores_gemma":[0.00007205782,0.00009573915,0.00001155721,0.00002488224,0.0003760513,0.0001426104,0.00009260287,0.0003537288,0.000006642924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001322166,"about_ca_system_score_gemma":0.00001622179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001339159,"about_ca_topic_score_gemma":0.00008061589,"domain_scores_codex":[0.9992789,0.00009567642,0.000112649,0.0002328073,0.00006296267,0.0002170198],"domain_scores_gemma":[0.999226,0.0004885169,0.00009032081,0.00009383456,0.0000027628,0.00009860266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003258501,0.000007871997,0.901803,0.0000165883,0.00003089831,0.000001979235,0.08615857,0.00002643939,0.00007008437,0.003921435,0.002376945,0.005582958],"study_design_scores_gemma":[0.0002122838,0.00003228421,0.1939713,0.00008603475,0.00002691153,0.000002300156,0.01204279,0.0002060293,0.00004547542,0.0006933673,0.7924626,0.000218631],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789971,0.001952879,0.0001380069,0.001990046,0.00008688956,0.0001266262,0.000007097818,0.00002304847,0.01667837],"genre_scores_gemma":[0.9974681,0.0001084463,0.0004200619,0.0001072517,0.0002675956,0.000007661544,0.000002086163,0.000006891669,0.001611976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7900857,"threshold_uncertainty_score":0.667585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07135115684661511,"score_gpt":0.2772152501344925,"score_spread":0.2058640932878774,"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."}}