{"id":"W4322212766","doi":"10.5194/egusphere-egu23-15676","title":"Aerosol source and processes in the Arctic","year":2023,"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":"Natural Environment Research Council; Sight Research UK","keywords":"Arctic; Aerosol; Cloud condensation nuclei; Arctic geoengineering; Environmental science; Atmospheric sciences; Climate change; Climatology; Meteorology; Oceanography; Arctic ice pack; Geography; Geology","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":[0.0001695462,0.0004484137,0.0003161272,0.0009731431,0.000827348,0.0007028905,0.000325636,0.0003889689,0.00111604],"category_scores_gemma":[0.0001500217,0.0001843787,0.0004565824,0.0007453216,0.0001183106,0.0003034651,0.0004060349,0.0002623303,0.000452648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329311,"about_ca_system_score_gemma":0.0005350281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07315096,"about_ca_topic_score_gemma":0.04168516,"domain_scores_codex":[0.999887,0.00000621721,0.000004420918,0.00002505029,0.00005495265,0.00002241771],"domain_scores_gemma":[0.9999198,0.00001224612,0.000009629645,0.000003669968,0.00004549137,0.000009162167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007239358,0.0004531287,0.2462868,0.001173014,0.0003104243,0.004635888,0.001193002,0.08647086,0.5416937,0.007922436,0.006211007,0.1029258],"study_design_scores_gemma":[0.0001588768,0.0002758119,0.7056857,0.0001672745,0.0003159434,0.0007755504,0.001056471,0.1060233,0.1377781,0.005156568,0.04248584,0.0001206096],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481645,0.007941386,0.006031068,0.0002836619,0.0001331612,0.0001215676,0.003956995,0.0003411975,0.03302658],"genre_scores_gemma":[0.9870687,0.003648161,0.00279048,0.00004665152,0.00009008263,0.00003209974,0.001732263,0.000056787,0.004534636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07315096,"threshold_uncertainty_score":0.1454504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02834217300485381,"score_gpt":0.2287836665811357,"score_spread":0.2004414935762819,"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."}}