{"id":"W2100757602","doi":"10.1039/c4pp90035a","title":"Effects of UV radiation on aquatic ecosystems and interactions with other environmental factors","year":2014,"lang":"en","type":"article","venue":"Photochemical & Photobiological Sciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":424,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Wisconsin Department of Natural Resources","keywords":"Environmental science; Ecosystem; Aquatic ecosystem; Surface water; Environmental chemistry; Terrestrial ecosystem; Snow; Freshwater ecosystem; Dissolved organic carbon; Nutrient; Climate change; Atmospheric sciences; Ecology; Chemistry; Biology; Environmental engineering; 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":[0.0004363111,0.0003734822,0.0004154682,0.0005941336,0.000706135,0.001038594,0.0002507109,0.0004887632,0.004049097],"category_scores_gemma":[0.0008312858,0.0001410292,0.0009954856,0.0007079449,0.0002650053,0.0003328079,0.0006184849,0.000485348,0.0003023804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006508314,"about_ca_system_score_gemma":0.0003397849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005585701,"about_ca_topic_score_gemma":0.005486519,"domain_scores_codex":[0.9994704,0.0002043729,0.00003201684,0.00008274078,0.0001195419,0.00009098136],"domain_scores_gemma":[0.9990115,0.0003578614,0.0002328668,0.00004076556,0.0001748559,0.0001822098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001965076,0.00100977,0.803178,0.002031755,0.002391324,0.001667802,0.0008107121,0.003020042,0.04998796,0.00113345,0.002471951,0.1303322],"study_design_scores_gemma":[0.00001556949,0.0005885295,0.9871039,0.00008755134,0.0002650218,0.0004621979,0.0006197311,0.0003592708,0.002238967,0.0005001685,0.007732593,0.00002651698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944685,0.03291023,0.0008218478,0.000686129,0.0001510325,0.00008150622,0.0008990927,0.00005413219,0.01971106],"genre_scores_gemma":[0.9836927,0.01151894,0.000618304,0.0003187994,0.0001398154,0.00003869434,0.0003013166,0.00001277338,0.003358721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005585701,"threshold_uncertainty_score":0.01354557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008161559091794533,"score_gpt":0.1950642373274777,"score_spread":0.1869026782356832,"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."}}