{"id":"W4412754807","doi":"10.11159/iccste25.350","title":"Experimental and Numerical Analysis of Shallow Horizontal Geothermal Ventilation (SGV) in Desert Climates","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ventilation (architecture); Geothermal gradient; Geology; Desert (philosophy); Environmental science; Desert climate; Meteorology; Arid; Geophysics; Geography; Paleontology","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":[0.00003823452,0.00008625929,0.0001479305,0.0001640133,0.00002416539,0.00001792078,0.0001069682,0.0000347956,0.00004039621],"category_scores_gemma":[0.000006264286,0.00006312269,0.00005061524,0.0002293484,0.00002652799,0.0001063049,0.00000891713,0.00005553901,6.863514e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001729929,"about_ca_system_score_gemma":0.00000621709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006224508,"about_ca_topic_score_gemma":0.0001857801,"domain_scores_codex":[0.9994338,0.000001506388,0.0002408365,0.0001305258,0.0001259397,0.00006744172],"domain_scores_gemma":[0.9997768,0.0000146695,0.00009207604,0.00002979251,0.00007016306,0.00001646909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008071996,0.00002036932,0.1179776,0.00005424517,0.0002297551,1.510289e-7,0.0005223642,0.035584,0.2848978,0.5599529,5.848599e-7,0.0006795897],"study_design_scores_gemma":[0.0002257639,0.00001888393,0.7885712,0.00008887121,0.00005149731,4.377719e-7,0.0002251705,0.1632617,0.0470452,0.0004205092,0.00002454599,0.00006621963],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987186,0.00003229345,0.0001030623,0.0001272154,0.00006140566,0.00006663214,0.0000170801,0.00001125311,0.0008624677],"genre_scores_gemma":[0.9997863,0.000006288491,0.0001187623,0.0000083205,0.000008459352,0.00001717666,0.00001413672,0.000004543701,0.0000360491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6705936,"threshold_uncertainty_score":0.2574069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022340043593074,"score_gpt":0.2353415417619845,"score_spread":0.2251181413260538,"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."}}