{"id":"W6889057650","doi":"10.25358/openscience-2680","title":"Aerosol particles in the summertime Arctic lower troposphere: Chemical composition, sources, and formation","year":2020,"lang":"en","type":"dissertation","venue":"Gutenberg Open Science","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerosol; Arctic; Sea spray; Particle (ecology); Chemical composition; Particulates; Trace gas; Sulfate; Arctic geoengineering","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":[0.0001490879,0.0002363284,0.0001700362,0.0006188166,0.0005300961,0.0005585066,0.000132966,0.0002087525,0.000289318],"category_scores_gemma":[0.0000927455,0.00009630717,0.0001414529,0.0005065415,0.0001165362,0.0001730214,0.0001312419,0.000132005,0.0001057891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005879343,"about_ca_system_score_gemma":0.0004018279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06555014,"about_ca_topic_score_gemma":0.08172631,"domain_scores_codex":[0.999931,0.00000635427,0.000004436597,0.00002202047,0.00002286564,0.00001331613],"domain_scores_gemma":[0.99993,0.000007721315,0.00001938179,0.000002029398,0.00002635478,0.00001444376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003491285,0.0001255412,0.5230592,0.0002583528,0.0001464107,0.0003451971,0.000546374,0.001280722,0.4373471,0.000194895,0.0004084235,0.03593867],"study_design_scores_gemma":[0.000004214904,0.00006091726,0.9833722,0.00001080441,0.00002610965,0.00008634737,0.0001824842,0.001153985,0.01387172,0.00006351646,0.001160505,0.000007104974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966,0.001908847,0.0003883322,0.00002498013,0.000009764606,0.000006137265,0.0003362798,0.00001341206,0.0007123128],"genre_scores_gemma":[0.9968789,0.001213007,0.0009045787,0.00002741283,0.00001641807,0.000005406891,0.0004530065,0.000005754508,0.000495525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06555014,"threshold_uncertainty_score":0.1303372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152847442389604,"score_gpt":0.2443376020861085,"score_spread":0.2290528578471481,"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."}}