{"id":"W4220749105","doi":"10.5194/acp-22-3067-2022","title":"Pan-Arctic seasonal cycles and long-term trends of aerosol properties from 10 observatories","year":2022,"lang":"en","type":"article","venue":"Atmospheric chemistry and physics","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Horizon 2020; National Oceanic and Atmospheric Administration; Miljøstyrelsen; Academy of Finland; Alberta Agricultural Research Institute; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Energistyrelsen; Villum Fonden; Aarhus Universitet","keywords":"Aerosol; Environmental science; Term (time); Climatology; Atmospheric sciences; Arctic; The arctic; Meteorology; Oceanography; Geography; Geology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006220143,0.000232191,0.0002904088,5.255891e-8,0.0003374616,0.00005143274,0.0001947132,0.00005852509,0.008765108],"category_scores_gemma":[0.00001210876,0.0002134433,0.00006714014,0.0002192817,0.0003027298,0.000164616,0.00007130003,0.0002047514,0.000003230602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008139933,"about_ca_system_score_gemma":0.00005385903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005152051,"about_ca_topic_score_gemma":0.00001403243,"domain_scores_codex":[0.9988576,0.00002961293,0.0002209617,0.00037434,0.0002732478,0.0002442931],"domain_scores_gemma":[0.9994019,0.00009374733,0.0001301951,0.0002198122,0.00003157699,0.0001227706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001727641,0.00007787135,0.7916733,0.000258944,0.0000951066,0.00001418601,0.0005321208,0.0005048879,0.01505976,0.000003083196,0.0001080023,0.1915],"study_design_scores_gemma":[0.001461798,0.0002270041,0.9025404,0.0001288256,0.000210217,0.00005304644,0.001290728,0.01254197,0.07813179,0.0006154676,0.001663458,0.001135327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994967,0.003683447,0.00002087989,0.00005869949,0.0000499906,0.00004916795,0.0001977495,0.00003421331,0.0009388398],"genre_scores_gemma":[0.9948501,0.0001680353,0.0008991223,0.00005009325,0.0001985288,0.000007097947,0.0003007585,0.000008168015,0.00351809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1903646,"threshold_uncertainty_score":0.992141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523058285101119,"score_gpt":0.1997392886957856,"score_spread":0.1845087058447744,"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."}}