{"id":"W1956584191","doi":"10.5539/mas.v9n12p172","title":"Role of the Public Engagement in the Reconstruction and Revival of the Distressed Urban Textures: Case Study of District 4 in Isfahan, Iran","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Slum; Socioeconomics; Urban planning; Boom; Livelihood; Psychology; Agriculture; Business; Sociology; Geography; Demography; Civil engineering; Population; 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":[],"consensus_categories":[],"category_scores_codex":[0.004430675,0.00008291058,0.0001593231,0.0000896673,0.0003438643,0.00008319409,0.001056623,0.00003426578,0.000002422659],"category_scores_gemma":[0.0005505108,0.00004480105,0.00002526052,0.001866123,0.001760716,0.0003028905,0.0002656836,0.0001763502,1.534897e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119118,"about_ca_system_score_gemma":0.0003382226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004202793,"about_ca_topic_score_gemma":0.02602115,"domain_scores_codex":[0.997824,0.0004372202,0.000300528,0.0002545816,0.0009447203,0.0002389093],"domain_scores_gemma":[0.9989785,0.0001406101,0.0002571153,0.0004900281,0.00008066148,0.00005309861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003225457,0.0008334886,0.4191583,0.00002373945,0.00001063917,0.000004422197,0.513568,0.0001451325,0.01562952,0.02799658,0.0001101357,0.02248779],"study_design_scores_gemma":[0.001387679,0.00009948322,0.159673,0.00004727597,0.00002276792,0.00002185697,0.8251909,0.003616261,0.00133597,0.00767163,0.0007461433,0.0001870801],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922392,0.00006621292,0.00005761377,0.0006143519,0.0000887002,0.0008788751,0.000004722987,0.000005198543,0.006045158],"genre_scores_gemma":[0.9998737,0.000005281305,0.00002897471,0.00002302461,0.00001663893,0.00003415571,1.302303e-7,0.000002910349,0.00001516759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3116229,"threshold_uncertainty_score":0.9917514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05510089831502384,"score_gpt":0.3033172150594853,"score_spread":0.2482163167444614,"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."}}