{"id":"W7128509783","doi":"10.64903/1480-6800-28.2.142","title":"Modeling Urban Morphogenesis at a Macro-Scale Based on Cellular Automata: The Case of the Casbah of Algiers","year":2025,"lang":"","type":"article","venue":"Arab world geographer","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cellular automaton; Process (computing); Urban planning; Work (physics); Complex system","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":[0.0002495557,0.0003662272,0.000398622,0.0005453733,0.0008567178,0.001576066,0.0007662208,0.001019913,0.001008887],"category_scores_gemma":[0.0008543639,0.0003320837,0.0007525252,0.0005470202,0.00130657,0.0007517411,0.0009599759,0.0005190965,0.0001161282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00178394,"about_ca_system_score_gemma":0.001052947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06134189,"about_ca_topic_score_gemma":0.04178168,"domain_scores_codex":[0.999863,0.00005130343,0.000006944587,0.00003261489,0.00001519477,0.0000310409],"domain_scores_gemma":[0.9995434,0.0002506193,0.00006860489,0.00003813309,0.00005746384,0.00004173931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001409754,0.00001387701,0.00309639,0.00001453734,0.00001594172,0.0002028872,0.000169432,0.978322,0.0004708786,0.01550788,0.0001550973,0.002016907],"study_design_scores_gemma":[0.000003182605,0.000005924809,0.0005789764,0.00000421201,0.000007361283,0.00002013514,0.00008486351,0.9952711,0.0000949275,0.003447462,0.0004760348,0.000005832886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8135871,0.0007138968,0.1658696,0.00101586,0.0000746904,0.00007877557,0.0003995048,0.0002016503,0.01805896],"genre_scores_gemma":[0.9858503,0.0002554037,0.0118682,0.00002672676,0.00001021117,0.00004231932,0.00005199149,0.00001656504,0.00187819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06134189,"threshold_uncertainty_score":0.1219696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006946108212641803,"score_gpt":0.1951414247620834,"score_spread":0.1881953165494416,"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."}}