{"id":"W2747022243","doi":"10.1002/2017jd027146","title":"Scaling properties of observed and simulated satellite visible radiances","year":2017,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Academy of Finland","keywords":"Numerical weather prediction; Meteorology; Radiative transfer; Environmental science; Convection; Boundary layer; Satellite; Geology; Remote sensing; Physics; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008280794,0.0001279606,0.0003483456,0.000001258974,0.0004711012,0.0001771182,0.0006730018,0.00006906307,0.0002794773],"category_scores_gemma":[0.0008116463,0.00008607156,0.0001131105,0.0001413949,0.001317729,0.0005565116,0.0004049386,0.0004012369,0.00003808501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005890445,"about_ca_system_score_gemma":0.00005625776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00240955,"about_ca_topic_score_gemma":0.00008691438,"domain_scores_codex":[0.9979129,0.0001367973,0.0003973036,0.0001935766,0.000956834,0.0004025294],"domain_scores_gemma":[0.9987,0.0001934402,0.0003682871,0.0003465932,0.000132414,0.0002592333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001097566,0.0005828435,0.5108933,0.0001582409,0.0001791457,0.0001202052,0.001451747,0.003094031,0.2702325,0.0003477454,0.0008121609,0.2110305],"study_design_scores_gemma":[0.0009623828,0.0008782431,0.954618,0.0003515939,0.00002355497,0.00001037417,0.0006827319,0.007291776,0.02778638,0.003192531,0.003992085,0.0002103327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963737,0.001474836,0.00002903262,0.0003826376,0.00006047541,0.0001146068,7.560561e-7,0.000004678448,0.001559283],"genre_scores_gemma":[0.9968246,0.0008229591,0.001389642,0.00001713557,0.0001330723,0.000001114809,9.47021e-8,0.00001451012,0.0007969257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4437247,"threshold_uncertainty_score":0.4855228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08023319010868453,"score_gpt":0.3227386337389555,"score_spread":0.242505443630271,"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."}}