{"id":"W4286252665","doi":"10.1016/j.jes.2022.07.010","title":"Comprehensive chemical characterization of PM2.5 in the large East Mediterranean-Middle East city of Beirut, Lebanon","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Sciences","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec; Université de Montréal","funders":"","keywords":"Middle East; Mediterranean climate; Air quality index; Air pollution; Geography; Mediterranean Basin; Environmental science; Environmental protection; Meteorology; Ecology; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002650907,0.0004345052,0.0004545276,0.001863418,0.0008606873,0.0007638799,0.0003927353,0.0004378294,0.0005724934],"category_scores_gemma":[0.0001252559,0.0001414781,0.0002803251,0.001145689,0.0002248747,0.0002120804,0.0003936572,0.0001339822,0.0001655093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008379359,"about_ca_system_score_gemma":0.0007241857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1049005,"about_ca_topic_score_gemma":0.1493316,"domain_scores_codex":[0.9998128,0.00003169875,0.00001355362,0.00004731716,0.00004668809,0.0000479035],"domain_scores_gemma":[0.9999106,0.000007538637,0.00001569614,0.000003570007,0.00005196558,0.00001055307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000262745,0.0001904332,0.9213522,0.0002236951,0.0003434985,0.001669756,0.001554325,0.002559083,0.0469723,0.000208527,0.001520513,0.02314278],"study_design_scores_gemma":[0.000005510261,0.00003746381,0.9950984,0.00001591295,0.00005518868,0.0001232291,0.001264726,0.001033913,0.001084492,0.00003501789,0.001237872,0.00000818115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975961,0.0004149041,0.0002971258,0.00005651164,0.00001090083,0.00001610712,0.0007796896,0.00001146781,0.0008171623],"genre_scores_gemma":[0.9981126,0.0001964031,0.0003377347,0.0000615547,0.00002221089,0.00001858861,0.0007289822,0.000006573158,0.0005154565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1049005,"threshold_uncertainty_score":0.2085798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0839240514020267,"score_gpt":0.2875721043957138,"score_spread":0.2036480529936871,"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."}}