{"id":"W2139352170","doi":"10.1177/0739456x11417830","title":"Design Empowerment","year":2011,"lang":"en","type":"article","venue":"Journal of Planning Education and Research","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Empowerment; Inclusion (mineral); Public relations; Politics; Face (sociological concept); Process (computing); Urban design; Sociology; Political science; Urban planning; Computer science; Engineering; Civil engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004960273,0.00002915164,0.00004975255,0.0002292957,0.00004423876,0.0000199619,0.0000752667,0.00003244156,0.00004062553],"category_scores_gemma":[0.00004435784,0.00002213264,0.00001010774,0.00008705799,0.00003427259,0.00006058463,0.00001159366,0.0002102225,0.000003579235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002429507,"about_ca_system_score_gemma":0.00005950081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003441336,"about_ca_topic_score_gemma":7.390541e-8,"domain_scores_codex":[0.9996342,0.00002179675,0.00009838463,0.00002678044,0.000123313,0.00009552275],"domain_scores_gemma":[0.9997521,0.00005062951,0.00001727988,0.00004538819,0.00009507596,0.0000395384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001556593,0.0005235908,0.04218966,0.0002868912,0.0002525752,0.00009669166,0.09105103,0.001533934,0.01073848,0.004522427,0.6286114,0.2200376],"study_design_scores_gemma":[0.001486244,0.00262196,0.3180233,0.00154177,0.0000479964,0.001492665,0.1279582,0.004119623,0.09319901,0.03919008,0.40955,0.0007692568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981886,0.003823812,0.00284445,0.0001860527,0.0007738902,0.00005917076,1.903816e-7,0.00003735777,0.01038906],"genre_scores_gemma":[0.9942397,0.0003068563,0.005142456,0.000007931169,0.00008039158,0.000002187922,1.257384e-7,0.000004975992,0.0002153776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2758336,"threshold_uncertainty_score":0.09133238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532870457129931,"score_gpt":0.3739424425144508,"score_spread":0.2206553968014577,"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."}}