{"id":"W4390810373","doi":"","title":"PM2.5 sources in the Eastern Mediterranean capital Beirut: chemical characterization and contribution to ambient concentrations.","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Characterization (materials science); Mediterranean climate; Environmental science; Materials science; Nanotechnology; Geography; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003186592,0.0003057679,0.0003060514,0.00008276531,0.0002256768,0.0006201977,0.0009878398,0.0001887884,0.0003482687],"category_scores_gemma":[0.0006051036,0.0002865496,0.00009060051,0.0003817739,0.0002780027,0.0001898573,0.002282198,0.0004801687,0.00004802797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000251773,"about_ca_system_score_gemma":0.00003463038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002036683,"about_ca_topic_score_gemma":0.003248927,"domain_scores_codex":[0.9947509,0.002879829,0.0005369938,0.0007949611,0.0006457978,0.0003915553],"domain_scores_gemma":[0.99774,0.0003618543,0.0003006904,0.001222763,0.0001955945,0.0001791548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001564531,0.004874639,0.2250291,0.0006212756,0.0003324235,0.0001245712,0.4621416,0.01331392,0.1365641,0.03802906,0.001307087,0.1175058],"study_design_scores_gemma":[0.003571711,0.000006631331,0.4208103,0.004421969,0.0003006788,0.00006120224,0.006397626,0.4076685,0.1087655,0.001358755,0.04370937,0.002927849],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567159,0.0001270956,0.02814597,0.01136029,0.0001536558,0.001002974,0.00004294993,0.00004755164,0.002403551],"genre_scores_gemma":[0.9959601,0.0001136612,0.001297025,0.0005328605,0.00003074091,0.0001841224,0.001309649,0.00002364465,0.0005482002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.455744,"threshold_uncertainty_score":0.9999587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180560830879819,"score_gpt":0.2182261796011639,"score_spread":0.2064205712923657,"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."}}