{"id":"W4220850538","doi":"10.3390/rs14061316","title":"The VIIRS Day/Night Band: A Flicker Meter in Space?","year":2022,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada)","funders":"National Oceanic and Atmospheric Administration; Laura Spelman Rockefeller Memorial; Rockefeller Foundation; National Aeronautics and Space Administration","keywords":"Flicker; Radiance; Incandescent light bulb; Environmental science; Optics; Luminance; Remote sensing; Physics; Materials science; Meteorology; Computer science; Geology","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":[0.001043976,0.0001219224,0.0001247184,0.00003791879,0.000767665,0.00003350493,0.0001517875,0.00003004789,0.0008115996],"category_scores_gemma":[0.0000264293,0.00009247594,0.00005380194,0.0002083467,0.0001136003,0.00008857032,0.0002250544,0.0003015756,0.0002425958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006044218,"about_ca_system_score_gemma":0.00001298357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007666756,"about_ca_topic_score_gemma":0.0003137334,"domain_scores_codex":[0.9983501,0.0002337156,0.0001944633,0.0002431585,0.0004431279,0.0005353756],"domain_scores_gemma":[0.9994342,0.0001101462,0.00007075769,0.0002820919,9.451797e-7,0.0001017986],"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":[0.0003245819,0.0002194729,0.03840121,0.00002221719,0.00006364495,0.0005685504,0.02137008,0.007502251,0.1293738,0.0004580257,0.02183977,0.7798564],"study_design_scores_gemma":[0.001009372,0.0001808497,0.1242917,0.00002108555,0.00002007838,0.0001257837,0.001135637,0.06277107,0.004241704,0.002417887,0.8032094,0.0005753901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550515,0.000103825,0.0004817385,0.006287694,0.0002813626,0.0002239334,0.000001206972,0.00002865733,0.03754012],"genre_scores_gemma":[0.9950206,0.00005228028,0.001214819,0.00104211,0.0000524735,6.148338e-8,0.000002205022,0.00002012344,0.002595345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7813697,"threshold_uncertainty_score":0.8886446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023315744152538,"score_gpt":0.22778240485151,"score_spread":0.2175492474099846,"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."}}