{"id":"W7128480404","doi":"10.64903/arwg.3.4.03p2w0t32488745v","title":"Participatory Approaches to Urban Development in Egypt: The Experience of a Non-Governmental Organization","year":2000,"lang":"","type":"article","venue":"Arab world geographer","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Relation (database); Participatory GIS; Corporate governance; Urban planning; Work (physics); Participatory action research; Strengths and weaknesses","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008905355,0.0006299519,0.0005970158,0.001080933,0.02043036,0.006887051,0.001700416,0.002999549,0.002604159],"category_scores_gemma":[0.007809014,0.0005179489,0.0003213235,0.002600655,0.02299733,0.003374715,0.01311245,0.003037115,0.0002628521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007221176,"about_ca_system_score_gemma":0.007390547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01409282,"about_ca_topic_score_gemma":0.02913167,"domain_scores_codex":[0.9866527,0.0103869,0.0001882213,0.0003095258,0.0007129424,0.001749831],"domain_scores_gemma":[0.9932306,0.004477423,0.0006525369,0.0003654541,0.0003563837,0.0009176743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002917217,0.00002803543,0.0010315,0.0001138822,0.000005403087,0.001764628,0.9801673,0.0001940394,0.0003083387,0.009309186,0.0006785089,0.006370012],"study_design_scores_gemma":[0.000006514631,0.00003479257,0.0008168024,0.00008298784,0.000004398546,0.000347482,0.9681615,0.0000953214,0.0001845263,0.001458349,0.02879273,0.00001466834],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487525,0.002256751,0.004082549,0.01021577,0.00008579768,0.0001661351,0.00002934941,0.00003640029,0.03437471],"genre_scores_gemma":[0.992145,0.001189237,0.000944559,0.0005468033,0.00001714978,0.00006620881,0.00001015285,0.00001630211,0.00506452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02043036,"threshold_uncertainty_score":0.05239356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04538192775951261,"score_gpt":0.2528033698912119,"score_spread":0.2074214421316993,"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."}}