{"id":"W7128205266","doi":"10.1088/1755-1315/1522/1/012001","title":"The performance of modified CCCma RTM in representing the Global Clear-sky Downwelling Shortwave Flux","year":2025,"lang":"","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Shortwave; Downwelling; Albedo (alchemy); Flux (metallurgy); Radiative transfer; Aerosol; Atmospheric radiative transfer codes; Radiative flux","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":[0.0005216085,0.0006064732,0.0003658035,0.0003630771,0.0002780662,0.0007097191,0.0009900928,0.0006148609,0.002007987],"category_scores_gemma":[0.001537233,0.0002435459,0.0006764309,0.0004430081,0.0001509532,0.0005939377,0.0002892494,0.0004562061,0.0005711355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008549726,"about_ca_system_score_gemma":0.0006701101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04343855,"about_ca_topic_score_gemma":0.02803653,"domain_scores_codex":[0.999731,0.00005090377,0.00002022857,0.0000796157,0.00009041959,0.00002778403],"domain_scores_gemma":[0.9995098,0.0001195505,0.00004006147,0.000093519,0.0002081266,0.00002894284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001046889,0.000208315,0.07733037,0.0002206427,0.0003186165,0.0001628296,0.0001974647,0.7503327,0.07461683,0.001354657,0.005191359,0.08901935],"study_design_scores_gemma":[0.00008892546,0.00006365625,0.02877919,0.000009985213,0.0000444055,0.00001984718,0.00002693345,0.9559273,0.01213586,0.0001275349,0.002728239,0.00004816514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9430333,0.0002862692,0.03874862,0.0001731003,0.0001582517,0.000087431,0.003572969,0.004604657,0.009335334],"genre_scores_gemma":[0.9688506,0.00005334023,0.02671357,0.0000478564,0.00001795484,0.00006827006,0.002697268,0.0002612645,0.001290012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04343855,"threshold_uncertainty_score":0.08637142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009501937128253545,"score_gpt":0.2122289630532736,"score_spread":0.20272702592502,"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."}}