{"id":"W2891349009","doi":"10.5194/os-14-1021-2018","title":"Downwelling surface solar irradiance in the tropical Atlantic Ocean: a comparison of re-analyses and satellite-derived data sets to PIRATA measurements","year":2018,"lang":"en","type":"article","venue":"Ocean science","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"European Centre for Medium-Range Weather Forecasts; European Commission","keywords":"Irradiance; Downwelling; Solar irradiance; Environmental science; Satellite; Climatology; Atmospheric sciences; Cloud cover; Meteorology; Upwelling; Geology; Oceanography; Cloud computing; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001822608,0.0001378979,0.0002329659,0.0001448248,0.0002790146,0.0002826168,0.003440204,0.00003611879,0.000004697427],"category_scores_gemma":[0.0004304201,0.0001032305,0.00002184971,0.001924403,0.0004683681,0.0007876591,0.0005013842,0.0001452428,0.0000203945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003547649,"about_ca_system_score_gemma":0.0001724067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001627352,"about_ca_topic_score_gemma":0.0002319443,"domain_scores_codex":[0.9975181,0.0001702495,0.0003715902,0.0006852478,0.0008906074,0.0003642373],"domain_scores_gemma":[0.9979533,0.0001709705,0.0001429097,0.001419439,0.0001561188,0.0001572373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002480482,0.0001551832,0.8694828,0.00002610489,0.00001478257,0.00000688511,0.01606116,0.0005163291,0.1091554,0.0004399698,0.001294102,0.002822497],"study_design_scores_gemma":[0.0004354278,0.0002544332,0.5586691,0.0000820358,0.00001984809,0.00001308585,0.0007250208,0.3440367,0.09348689,0.0002148992,0.001706654,0.0003558733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98015,0.0003136288,0.01829691,0.0006407954,0.0001584953,0.0002253131,0.000006215007,0.00002606145,0.0001826048],"genre_scores_gemma":[0.9841127,0.00002886166,0.01515469,0.0006639055,0.00002725497,2.936666e-7,0.000002940393,0.000004542195,0.000004773188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3435203,"threshold_uncertainty_score":0.6392813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2731073635792378,"score_gpt":0.4112118292776729,"score_spread":0.1381044656984351,"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."}}