{"id":"W4408431064","doi":"10.5194/egusphere-egu25-13343","title":"Characterization of Aerosols for Stratospheric Solar Radiation Management","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Climate Change and Geoengineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Albedo (alchemy); Aerosol; Stratosphere; Environmental science; Earth's energy budget; Atmospheric sciences; Radiative transfer; Remote sensing; Radiation; Meteorology; Materials science; Optics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002331078,0.0002653821,0.0001675024,0.0004745541,0.0002805593,0.0003228847,0.000176539,0.0003081015,0.001171883],"category_scores_gemma":[0.000224051,0.00008725403,0.0002238547,0.0002231966,0.0001359878,0.0002983007,0.0002095913,0.0002280818,0.0003129391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604043,"about_ca_system_score_gemma":0.0001972063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009558034,"about_ca_topic_score_gemma":0.002170154,"domain_scores_codex":[0.9998832,0.00001075647,0.000005691983,0.00002977217,0.00005457671,0.00001599379],"domain_scores_gemma":[0.9998872,0.00003252684,0.00002032603,0.00001156925,0.00003813167,0.00001014711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001403309,0.00000846602,0.001225571,0.00003547818,0.000004091854,0.00001670895,0.00001950696,0.0001853873,0.9951907,0.00007016559,0.00004004115,0.003189987],"study_design_scores_gemma":[0.000002863356,0.00007885256,0.01151031,0.000007786825,0.00001342614,0.00007059244,0.000064084,0.003428173,0.9823989,0.0001047156,0.002312346,0.000007857589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750656,0.001802778,0.01869819,0.00005526796,0.00004283773,0.00007328346,0.0009953541,0.0001380959,0.003128573],"genre_scores_gemma":[0.9767253,0.0008209334,0.02005612,0.00003850449,0.00001757828,0.0000591335,0.0007044439,0.00005646224,0.001521598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001171883,"threshold_uncertainty_score":0.003920376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491441410829866,"score_gpt":0.2342760495404307,"score_spread":0.2193616354321321,"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."}}