{"id":"W7065901371","doi":"","title":"Evaluating aerosol/cloud/radiation process parameterizations with\\nsingle-column models and Second Aerosol Characterization Experiment (ACE-2) cloudy column observations: Evaluating aerosol/cloud/radiation process parameterizations withsingle-column models and Second Aerosol Characterization Experiment (ACE-2) cloudy column observations","year":2015,"lang":"en","type":"article","venue":"Qucosa (Saxon State and University Library Dresden)","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pacific Northwest National Laboratory; Biological and Environmental Research; Natural Sciences and Engineering Research Council of Canada; European Commission; Canadian Foundation for Climate and Atmospheric Sciences; Battelle; National Aeronautics and Space Administration; Commonwealth Scientific and Industrial Research Organisation; U.S. Department of Energy; National Science Foundation","keywords":"Aerosol; Drizzle; Radiative transfer; Liquid water path; Cloud base; Boundary layer; Ceilometer; Planetary boundary layer; Precipitation; Troposphere","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004937938,0.0009948608,0.0009710452,0.000418831,0.002237408,0.001861585,0.0004254951,0.0003402356,0.000385724],"category_scores_gemma":[0.0001021996,0.001190847,0.000138337,0.001418334,0.0003595855,0.01047947,0.0003266059,0.00056189,0.00001502024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000320792,"about_ca_system_score_gemma":0.001020659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002800928,"about_ca_topic_score_gemma":0.0001909443,"domain_scores_codex":[0.9943639,0.0006621525,0.001390182,0.001667261,0.0009616621,0.0009548553],"domain_scores_gemma":[0.9954681,0.0004376412,0.001580214,0.0007304279,0.001002573,0.0007809949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005306337,0.01030544,0.1427784,0.002641648,0.003429688,0.00009576038,0.1747397,0.2597463,0.3621859,0.01032801,0.003603385,0.02483952],"study_design_scores_gemma":[0.01134843,0.003003246,0.005509607,0.00102556,0.001016778,0.00003681004,0.02060917,0.8889185,0.06197269,0.001679131,0.001587889,0.003292165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469659,0.0001056539,0.04474016,0.000513007,0.0006143932,0.003953319,0.002350076,0.0002962153,0.0004612284],"genre_scores_gemma":[0.9791113,0.0001780733,0.006582373,0.0003198067,0.0003802225,0.0004845856,0.009004557,0.0001912936,0.003747759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6291721,"threshold_uncertainty_score":0.9991746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07002771786111281,"score_gpt":0.2809642456750795,"score_spread":0.2109365278139667,"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."}}