{"id":"W2098529415","doi":"","title":"Retrieval of at-sensor irradiance using Incident Light Sensor ( ILS) *","year":2002,"lang":"en","type":"article","venue":"ePrints Soton (University of Southampton)","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; Natural Environment Research Council; University of Southampton","keywords":"Radiance; Irradiance; Remote sensing; Sky; Environmental science; Atmospheric model; Meteorology; Optics; Geography; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003127994,0.0001744303,0.0003228675,0.0000896926,0.0002674328,0.00000538838,0.000363527,0.0001363255,0.03192619],"category_scores_gemma":[0.00002736085,0.000215163,0.0001499555,0.000236459,0.0004206915,0.0002627593,0.0003841702,0.0001655514,0.001918574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000596061,"about_ca_system_score_gemma":0.00001163911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009550227,"about_ca_topic_score_gemma":0.00009172957,"domain_scores_codex":[0.9982845,0.0000700825,0.0002349567,0.0003774639,0.0005511492,0.0004818904],"domain_scores_gemma":[0.998858,0.00003500944,0.0003592781,0.0004427808,0.00001125758,0.0002936207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002472112,0.0004000816,0.8152748,0.00007179327,0.00005407162,0.00006215437,0.01637702,0.0003827817,0.1651925,0.00003667671,0.0006825746,0.001218341],"study_design_scores_gemma":[0.001245671,0.0001361649,0.9659907,0.00005940233,0.00005308057,0.00001946196,0.002803852,0.001727373,0.01508919,0.00004870784,0.01242153,0.0004048956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887829,0.00003015721,0.0002564531,0.0004850762,0.00008787452,0.000245176,0.00002146312,0.00002686642,0.01006407],"genre_scores_gemma":[0.9900339,0.00009578809,0.003546349,0.00005892426,0.00002310141,6.576757e-8,0.000002499796,0.00001553615,0.006223804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1507159,"threshold_uncertainty_score":0.9988586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02942344668191962,"score_gpt":0.2111768012835418,"score_spread":0.1817533546016221,"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."}}