{"id":"W7128480255","doi":"10.64903/1480-6800.24.3.205","title":"Comparative Analysis of Pollutant Levels during Lockdowns Across Different Land-Use over the Emirate of Abu Dhabi, United Arab Emirates","year":2021,"lang":"","type":"article","venue":"Arab world geographer","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abu dhabi; Air quality index; Population; Air pollution; Statistical analysis; Range (aeronautics); Air pollutants","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001029624,0.0008882284,0.001968892,0.0006998124,0.0006296354,0.0002614406,0.0009942371,0.0001983267,0.01481204],"category_scores_gemma":[0.000185268,0.0006638281,0.001455699,0.01559654,0.002200453,0.000535766,0.001075591,0.0007320305,0.00004706809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003062297,"about_ca_system_score_gemma":0.00009166429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006609493,"about_ca_topic_score_gemma":0.03652664,"domain_scores_codex":[0.9927144,0.001284071,0.001947132,0.001253123,0.001463261,0.001338015],"domain_scores_gemma":[0.9946297,0.001460799,0.001120267,0.002164484,0.0001990723,0.0004256648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003009499,0.001022545,0.9269492,0.0001025621,0.004259695,0.00002796242,0.009468785,0.02065603,0.03668987,0.00006931103,0.00008375143,0.0003693098],"study_design_scores_gemma":[0.001431991,0.0000843451,0.9312281,0.0001978942,0.001737999,0.000002537003,0.001892409,0.004003754,0.05812533,0.0001081848,0.0005019644,0.0006855204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994197,0.0008573912,0.000103613,0.0006286783,0.0002002322,0.0006276577,0.003045259,0.00004308042,0.0002970925],"genre_scores_gemma":[0.9971488,0.0003100607,0.00005003499,0.0008764465,0.00003141336,0.0000242253,0.00005784533,0.00003762092,0.001463551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02991714,"threshold_uncertainty_score":0.9995813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359178914243311,"score_gpt":0.3256693727999469,"score_spread":0.2820775836575138,"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."}}