{"id":"W2114364773","doi":"10.3968/j.est.1923847920130501.803","title":"Comparative Wind Simulation Studies of Different Urban Patterns in Hot Arid Region: Touristic Resort at Qarun Lake, Fayoum Region, Egypt","year":2013,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Microscale chemistry; Civil engineering; Urban morphology; Urban planning; Environmental science; Urban design; Airflow; Urbanization; Urban heat island; Environmental resource management; Architectural engineering; Geography; Meteorology; Engineering; Ecology; Mathematics; Mechanical 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":[0.0001112668,0.0001311391,0.0002381177,0.0002458772,0.0001739811,0.00001340715,0.0002329462,0.00009207051,0.00005385857],"category_scores_gemma":[0.00009076449,0.0001040497,0.00001456075,0.0007599257,0.001687299,0.0002771727,0.0002858555,0.00008886078,0.00001120962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001841128,"about_ca_system_score_gemma":0.00001362076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002605542,"about_ca_topic_score_gemma":0.002580784,"domain_scores_codex":[0.9987598,0.00003097641,0.0002502842,0.0004078056,0.0002759593,0.0002751505],"domain_scores_gemma":[0.9994236,0.000076754,0.0001199089,0.0002713775,0.00005671045,0.00005168022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001725313,0.0000858198,0.9808633,0.000007188112,0.000009348262,0.000013964,0.001411557,0.00115423,0.007481868,0.003222619,0.002592879,0.00313996],"study_design_scores_gemma":[0.0005210157,0.0003517225,0.9568956,0.00007010634,0.00001292627,0.00002597932,0.001115565,0.006469428,0.02255989,0.008683618,0.003006535,0.0002875816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998086,0.0001368192,0.000231781,0.0006307549,0.00007102634,0.0001532863,0.000001214183,0.00003431075,0.0006547581],"genre_scores_gemma":[0.9991562,0.00007486693,0.00004086109,0.00006511698,0.00001509058,0.00002812654,0.000003065996,0.000004360766,0.0006123318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02396768,"threshold_uncertainty_score":0.6216924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703961072447453,"score_gpt":0.2519160303196393,"score_spread":0.2248764195951647,"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."}}