{"id":"W4220769109","doi":"10.5194/egusphere-egu22-7650","title":"Land use change and meteorology effect on atmospheric ammonia as seen by IASI","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ammonia; Environmental science; Fertilizer; Particulates; Air quality index; Environmental chemistry; Ammonium; Atmospheric sciences; Chemistry; Meteorology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001702447,0.0001989813,0.0001489004,0.0005183243,0.0001478485,0.0005574838,0.0001671914,0.0001570201,0.003561819],"category_scores_gemma":[0.0005350197,0.00004944197,0.0002888669,0.001196487,0.0001428007,0.0002684713,0.0003122879,0.0002505298,0.0006622248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002623631,"about_ca_system_score_gemma":0.0002250459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02555636,"about_ca_topic_score_gemma":0.02553171,"domain_scores_codex":[0.9999027,0.0000176363,0.000008567407,0.0000227006,0.00002842407,0.0000199848],"domain_scores_gemma":[0.9995258,0.00007151317,0.0001633002,0.00003412482,0.0001276094,0.00007767524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002189731,0.00005084905,0.9765044,0.0000887291,0.0001516483,0.0001935502,0.000451249,0.0008376394,0.004272837,0.0004384685,0.004290475,0.01250136],"study_design_scores_gemma":[0.000001378148,0.00002567233,0.9960827,0.000007273237,0.00001787665,0.00004469365,0.000426505,0.0006064515,0.000230755,0.00004051883,0.002512283,0.000004016797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803995,0.0008358744,0.0002513446,0.0002594241,0.00009278181,0.00001295424,0.005479209,0.00006786799,0.01260108],"genre_scores_gemma":[0.9943544,0.0002770714,0.000177802,0.00003874854,0.00005351405,0.00001114307,0.002929068,0.00001248235,0.0021459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02555636,"threshold_uncertainty_score":0.05081522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165540467166349,"score_gpt":0.2282274733772766,"score_spread":0.2065720687056131,"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."}}