{"id":"W2755235317","doi":"10.1016/j.jqsrt.2017.09.008","title":"Measuring night sky brightness: methods and challenges","year":2017,"lang":"en","type":"article","venue":"Journal of Quantitative Spectroscopy and Radiative Transfer","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":288,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cégep de Sherbrooke","funders":"","keywords":"Sky; Sky brightness; Brightness; Zenith; Night sky; Remote sensing; Context (archaeology); Radiance; Environmental science; Diffuse sky radiation; Computer science; Geography; Meteorology; Optics; Astronomy; Physics; Scattering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03375165,0.00258255,0.00418306,0.004026817,0.00185578,0.008092145,0.01198168,0.005686179,0.002695756],"category_scores_gemma":[0.02843802,0.002078109,0.001392849,0.003822368,0.006842323,0.006712388,0.005520742,0.006453769,0.002944832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319084,"about_ca_system_score_gemma":0.005150482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0157114,"about_ca_topic_score_gemma":0.02649779,"domain_scores_codex":[0.9773659,0.008665378,0.0009959455,0.004592038,0.007681644,0.0006990919],"domain_scores_gemma":[0.9569417,0.02584363,0.002138951,0.003867791,0.01014823,0.001059754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000570043,0.000939884,0.09166443,0.01011151,0.001145648,0.0002578507,0.00349351,0.01992864,0.1133187,0.05793371,0.0319183,0.6687179],"study_design_scores_gemma":[0.0002338431,0.001051378,0.08361283,0.004085877,0.0008568123,0.003547266,0.01241161,0.1579678,0.09444445,0.3512777,0.2888053,0.001705167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03813534,0.1068709,0.8120229,0.02210804,0.002403964,0.000800152,0.002676558,0.001634092,0.01334813],"genre_scores_gemma":[0.234051,0.06579899,0.6755404,0.006570079,0.003802177,0.002645919,0.002132995,0.00102944,0.008428915],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03375165,"threshold_uncertainty_score":0.1784979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1157205845224774,"score_gpt":0.3769751248334418,"score_spread":0.2612545403109644,"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."}}