{"id":"W2057926478","doi":"10.1038/srep08409","title":"Worldwide variations in artificial skyglow","year":2015,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":199,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Dominion Astrophysical Observatory; University of Alberta; University of Calgary","funders":"Freie Universität Berlin; Goddard Space Flight Center; Bundesministerium für Bildung und Forschung; Ohio State University; National Aeronautics and Space Administration","keywords":"Overcast; Sky; Environmental science; Light pollution; Sky brightness; Radiance; Remote sensing; Artificial light; Brightness; Range (aeronautics); Meteorology; Geography; Cartography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002745756,0.0001098757,0.0001292968,0.0001145321,0.0001839816,0.0001244147,0.0001309154,0.00005188512,0.002193513],"category_scores_gemma":[0.0001692191,0.0001013623,0.00003921779,0.0006286857,0.0002322564,0.0003773552,0.0001072192,0.0001145062,0.001432583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004352892,"about_ca_system_score_gemma":0.00008829022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003719153,"about_ca_topic_score_gemma":0.0009047599,"domain_scores_codex":[0.9977925,0.00005420205,0.0004466948,0.0005129785,0.0007022623,0.0004913147],"domain_scores_gemma":[0.9989327,0.00001727055,0.0001561285,0.0005403073,0.000006789792,0.000346867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001254858,0.0003249996,0.9256811,0.000002944271,0.000002781895,0.0003034924,0.001964446,0.001049791,0.005392598,0.0003522343,0.05982638,0.005086669],"study_design_scores_gemma":[0.0002714939,0.00006166491,0.5601102,0.00001571839,0.00001060866,0.0000961172,0.0002440386,0.0008892411,0.00361654,0.09364145,0.3406296,0.00041331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414639,0.00002471337,0.0003573123,0.001324564,0.004074973,0.0002703581,7.889977e-7,0.00004919521,0.05243421],"genre_scores_gemma":[0.9905248,6.767102e-7,0.00129328,0.0001247008,0.0000626675,0.00001359146,0.00001679169,0.000009929086,0.007953546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3655709,"threshold_uncertainty_score":0.9993449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03214930593854264,"score_gpt":0.2708476971672613,"score_spread":0.2386983912287186,"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."}}