{"id":"W4229987025","doi":"10.1002/essoar.10507575.1","title":"The benefit of multiple angle observations for visible band remote sensing using night lights","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Cégep de Sherbrooke","funders":"Horizon 2020; University Research Committee, University of Hong Kong; Fonds de recherche du Québec – Nature et technologies; Sight Research UK; Xunta de Galicia; National Aeronautics and Space Administration; Helmholtz Association; Environment and Conservation Fund; Agentúra na Podporu Výskumu a Vývoja; Natural Environment Research Council; European Social Fund; Helmholtz-Gemeinschaft","keywords":"World Wide Web; Electronic mail; Computer science; Library science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001187286,0.0007221675,0.0005546747,0.0006970433,0.00049459,0.001779654,0.0004848632,0.0008217589,0.002453664],"category_scores_gemma":[0.00263816,0.00046826,0.0006366722,0.0009567755,0.0008490058,0.001946959,0.001201708,0.001554516,0.0008244857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002210565,"about_ca_system_score_gemma":0.0004467398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002187549,"about_ca_topic_score_gemma":0.004922966,"domain_scores_codex":[0.9993138,0.0002407098,0.00002848169,0.0001613791,0.0001873166,0.00006838659],"domain_scores_gemma":[0.9982592,0.0006936623,0.0001460412,0.000567704,0.0002343097,0.00009905046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008728931,0.0001741203,0.05172742,0.001076572,0.0003156795,0.0005156329,0.001086976,0.02522369,0.5898271,0.02911609,0.004815405,0.2952484],"study_design_scores_gemma":[0.0002736794,0.0006143516,0.1909697,0.0004732239,0.0006064468,0.003773991,0.002231571,0.1802558,0.3615635,0.1161541,0.1424092,0.000674462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2361328,0.003085725,0.7231516,0.002577928,0.0005936062,0.0001291458,0.003182077,0.002418909,0.02872828],"genre_scores_gemma":[0.587503,0.001555315,0.4061078,0.0003976174,0.0002675796,0.0000508876,0.00124314,0.0005524996,0.002322134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002453664,"threshold_uncertainty_score":0.008208275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06611920786416375,"score_gpt":0.2876769229639243,"score_spread":0.2215577150997606,"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."}}