{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00128512,0.000601702,0.0004608316,0.0009867554,0.0007772038,0.002523991,0.001124428,0.001891235,0.008901728],"category_scores_gemma":[0.002634101,0.0002242358,0.0002581351,0.001361712,0.001355806,0.00377023,0.001524117,0.002211486,0.006677244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264548,"about_ca_system_score_gemma":0.0007175024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004913778,"about_ca_topic_score_gemma":0.00574675,"domain_scores_codex":[0.9989335,0.0001505816,0.00004709384,0.0001632787,0.0005643895,0.0001412676],"domain_scores_gemma":[0.998563,0.000106251,0.0001084383,0.0001782055,0.0007849789,0.000259192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007061657,0.0001219872,0.02389049,0.0006181648,0.00005752796,0.0004907241,0.001386267,0.001519056,0.03691499,0.02216865,0.1981045,0.7140216],"study_design_scores_gemma":[0.0000319756,0.0004779859,0.02976174,0.0004727336,0.00005204592,0.001051159,0.002260109,0.002829762,0.01491164,0.01234411,0.9356856,0.0001211743],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1818978,0.1685303,0.2622913,0.1187562,0.03325694,0.0002863553,0.006688005,0.02064304,0.2076502],"genre_scores_gemma":[0.6276721,0.0401302,0.1632992,0.02241833,0.008137744,0.0001315452,0.005567177,0.00296125,0.1296825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008901728,"threshold_uncertainty_score":0.0297792,"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."}}