{"id":"W4310663267","doi":"10.1109/jphotov.2022.3216501","title":"Validation of Photovoltaic Spectral Effects Derived From Satellite-Based Solar Irradiance Products","year":2022,"lang":"en","type":"article","venue":"IEEE Journal of Photovoltaics","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Natural Resources Canada","keywords":"AERONET; Irradiance; Environmental science; Spectroradiometer; Photovoltaic system; Satellite; Solar irradiance; Remote sensing; Spectral bands; Meteorology; Aerosol; Physics; Optics; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00118775,0.0003303738,0.0006297647,0.0005144635,0.000293109,0.0001329715,0.001581433,0.0001028858,0.00007934181],"category_scores_gemma":[0.0003253365,0.0003442273,0.0003275694,0.001347967,0.00009218917,0.0007126215,0.0001145755,0.0007964949,0.00000995934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003508688,"about_ca_system_score_gemma":0.000951067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001921395,"about_ca_topic_score_gemma":0.00001092031,"domain_scores_codex":[0.9961499,0.0005422868,0.001076889,0.000453915,0.00132544,0.0004515869],"domain_scores_gemma":[0.9962203,0.0005780561,0.001560985,0.0008007553,0.0005813393,0.0002585842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001425531,0.000295233,0.005326244,0.00007480702,0.00009525666,0.0001202151,0.001176532,0.004459269,0.986134,0.00007916547,0.0009271108,0.001169641],"study_design_scores_gemma":[0.001697631,0.0006815334,0.006317312,0.00005513704,0.00006150825,0.00007604471,0.00006154572,0.01502377,0.9681011,0.001508775,0.006079193,0.0003363986],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948157,0.001275049,0.04608427,0.000225091,0.003539188,0.0005181489,0.00006445917,0.00006843063,0.00006843601],"genre_scores_gemma":[0.9729438,0.0001110734,0.02577894,0.0006722708,0.0003716952,0.00002250972,0.00001924428,0.00004050121,0.00003991227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02478692,"threshold_uncertainty_score":0.999901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403056407802859,"score_gpt":0.2268674162367259,"score_spread":0.2128368521586974,"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."}}