{"id":"W2043323308","doi":"10.1175/jas-d-10-05001.1","title":"Correlated k-Distribution Treatment of Cloud Optical Properties and Related Radiative Impact","year":2011,"lang":"en","type":"article","venue":"Journal of the Atmospheric Sciences","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Radiative transfer; Cloud albedo; Longwave; Cloud top; Computational physics; Cloud computing; Radiative flux; Flux (metallurgy); Absorption (acoustics); Materials science; Physics; Environmental science; Atmospheric sciences; Cloud cover; 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":[0.0003504943,0.0001259317,0.0002286689,3.973893e-7,0.0001986637,0.00001753265,0.0002862295,0.00005539751,0.000587193],"category_scores_gemma":[0.00007367079,0.0000573392,0.0001460053,0.0004876903,0.001317564,0.0002344503,0.00007937971,0.0000832787,0.000008641909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001839643,"about_ca_system_score_gemma":0.00006487039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003429927,"about_ca_topic_score_gemma":0.000004388196,"domain_scores_codex":[0.9988556,0.00008180358,0.0003751413,0.0001342766,0.0003576996,0.0001954722],"domain_scores_gemma":[0.9992309,0.00003844969,0.0004870343,0.0001191615,0.00002532621,0.00009912964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004234005,0.0008455908,0.9253466,0.00000675417,0.0002461103,0.00002622784,0.01202964,0.02721969,0.01024893,0.0003885056,0.001178312,0.02204023],"study_design_scores_gemma":[0.0007980976,0.003538699,0.965955,0.00005252818,0.0001279643,0.0003033825,0.001613207,0.01996453,0.005926306,0.001315403,0.000226282,0.0001785647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996388,0.0006276338,0.00006915114,0.0001427245,0.0003399376,0.0001105312,0.000001316011,0.000005190512,0.002315532],"genre_scores_gemma":[0.998111,0.0001692824,0.001428375,0.00001331551,0.00002067568,0.000001124582,8.204947e-8,0.000004434152,0.0002516832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04060843,"threshold_uncertainty_score":0.6429352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02913212627939854,"score_gpt":0.2294471050701322,"score_spread":0.2003149787907337,"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."}}