{"id":"W1828795704","doi":"10.15353/joci.v4i2.2959","title":"Visualisation Techniques For Facilitating Stakeholder Decision Making In Urban Planning","year":2008,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public participation GIS; Participatory GIS; Public participation; Stakeholder; Citizen journalism; Context (archaeology); Participatory planning; Knowledge management; USable; Visualization; Urban planning; Computer science; Diversity (politics); Data science; Geographic information system; Environmental planning; Sociology; World Wide Web; Public relations; Geography; Engineering; GIS and public health; Political science; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009760546,0.00007996596,0.0001994614,0.0003035811,0.001929307,0.00004853182,0.0004671677,0.00006203137,0.000003092695],"category_scores_gemma":[0.001575621,0.00005774471,0.00006281401,0.0003419563,0.0002083892,0.001022612,0.00006762857,0.0004513608,0.000001493811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105467,"about_ca_system_score_gemma":0.00009214264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001586381,"about_ca_topic_score_gemma":0.0001349273,"domain_scores_codex":[0.9978059,0.0004371919,0.001067403,0.000006040479,0.0004972675,0.0001861739],"domain_scores_gemma":[0.9951576,0.003157973,0.0009606634,0.0001546806,0.0005415939,0.00002746171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003382834,0.00001426738,0.005843341,0.00003356778,0.00001283598,9.720709e-8,0.9867737,0.0006267695,0.000001908734,0.0005068545,0.001146571,0.005006287],"study_design_scores_gemma":[0.0002984895,0.0001084466,0.005534144,0.0003701168,0.0000101627,0.00002480485,0.9814484,0.000296929,0.00001835618,0.002214868,0.009592744,0.0000825431],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9256917,0.0000691917,0.06808817,0.0001208188,0.0001078278,0.0003025862,0.000003291608,0.00002293652,0.005593526],"genre_scores_gemma":[0.9937998,0.00007448219,0.005855474,0.0001992487,0.00004865843,0.00000486896,0.000001178948,0.000003583193,0.00001267163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06810819,"threshold_uncertainty_score":0.99937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1788907870393137,"score_gpt":0.3949214608335347,"score_spread":0.2160306737942209,"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."}}