{"id":"W2318565230","doi":"10.1097/ede.0000000000000307","title":"Assessing Exposure to Outdoor Lighting and Health Risks","year":2015,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiance; Visible Infrared Imaging Radiometer Suite; Remote sensing; Defense Meteorological Satellite Program; Environmental science; Satellite; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006418663,0.001065717,0.001419017,0.001308408,0.001159413,0.002693434,0.002828048,0.00900379,0.005543941],"category_scores_gemma":[0.04550773,0.0005783946,0.0008619395,0.0009227581,0.001451803,0.002533673,0.001071493,0.01229542,0.002552849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355915,"about_ca_system_score_gemma":0.00202993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003376792,"about_ca_topic_score_gemma":0.00546874,"domain_scores_codex":[0.9971977,0.001057469,0.0004295412,0.0003985679,0.0007656363,0.0001510448],"domain_scores_gemma":[0.9760818,0.01228058,0.00134719,0.000662124,0.008224164,0.001404081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004545951,0.00002340827,0.001286057,0.0002576884,0.00004018021,0.0002727825,0.00006102207,0.00004076488,0.00004345884,0.0002766893,0.9797041,0.01794838],"study_design_scores_gemma":[0.00009204815,0.0001250627,0.007380947,0.002129852,0.0001718333,0.002193388,0.0003827326,0.0006044843,0.0003381526,0.00229782,0.9842119,0.00007184664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008196922,0.01818175,0.0003636963,0.632068,0.3467485,0.00002372208,0.0002900356,0.00006333627,0.001441263],"genre_scores_gemma":[0.0111056,0.01409286,0.0005373298,0.2988156,0.6709614,0.00004869356,0.0001430219,0.00005698019,0.004238545],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.00900379,"threshold_uncertainty_score":0.0339455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2997260474475448,"score_gpt":0.4385637868698757,"score_spread":0.1388377394223309,"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."}}