{"id":"W4393308813","doi":"10.18280/ijsdp.190307","title":"Tracing the Spatial Dynamics of Upper Social Classes in Greater Cairo: A Century's Perspective","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Tracing; Dynamics (music); Environmental ethics; Sociology; Geography; Economic geography; Regional science; Computer science; Artificial intelligence; Philosophy","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":[0.0006157297,0.0002397637,0.0002667122,0.002992016,0.00284485,0.003672082,0.001217511,0.0009649561,0.007487874],"category_scores_gemma":[0.001647305,0.0002497725,0.0001663691,0.005917632,0.002867273,0.002614021,0.002949647,0.001021903,0.0002486095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01303158,"about_ca_system_score_gemma":0.006281869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.726269,"about_ca_topic_score_gemma":0.8525285,"domain_scores_codex":[0.9997234,0.00005289193,0.000009716517,0.00004137062,0.000034562,0.0001380613],"domain_scores_gemma":[0.999064,0.0001986417,0.000263276,0.00005865195,0.0002707759,0.0001445499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000238618,0.00007878542,0.448573,0.0008424337,0.00007153484,0.001296964,0.3156721,0.001299535,0.003243932,0.07935008,0.009291276,0.1400418],"study_design_scores_gemma":[0.000006080433,0.00003650881,0.7330226,0.0003259653,0.00002428087,0.0001929909,0.1829973,0.0006063872,0.0004770833,0.003503734,0.07877379,0.00003323553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391758,0.005156253,0.0005346423,0.01148603,0.00003112249,0.00004024359,0.001045611,0.00002120316,0.04250902],"genre_scores_gemma":[0.9905114,0.002203604,0.0009114853,0.0004305388,0.00003111172,0.00002432935,0.0002280131,0.00001451411,0.005645175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.726269,"threshold_uncertainty_score":0.5506861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01484440651416512,"score_gpt":0.2936324279389061,"score_spread":0.278788021424741,"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."}}