{"id":"W2099929965","doi":"10.4319/lo.2003.48.5.2062","title":"Climatic control of ultraviolet radiation effects on lakes","year":2003,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies; Queen's University; University of Regina","funders":"","keywords":"Biota; Environmental science; Abundance (ecology); Boreal; Ecology; Ecosystem; Lake ecosystem; Ultraviolet radiation; Dissolved organic carbon; Climate change; Nutrient; Biomass (ecology); Algae; Oceanography; Biology; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001107201,0.00008550295,0.0001748463,0.00002589684,0.00008856619,0.000005782371,0.00005490339,0.0001526083,0.00005937892],"category_scores_gemma":[0.00004121928,0.00003387164,0.00006335141,0.0001467504,0.0001199719,0.00002554002,0.000004672744,0.00008129401,0.000005787309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001747704,"about_ca_system_score_gemma":0.000002297343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003937329,"about_ca_topic_score_gemma":0.00003055397,"domain_scores_codex":[0.9993991,0.0001253974,0.0001277289,0.0001481335,0.0000308457,0.0001687635],"domain_scores_gemma":[0.9995361,0.0003088187,0.00007031175,0.00003145929,0.0000169025,0.00003641521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001662685,0.0003153616,0.4137565,0.00006369301,0.0001119565,0.000006441284,0.000130844,0.000002758756,0.4130759,0.04147986,0.0007544526,0.1301359],"study_design_scores_gemma":[0.00117938,0.002750046,0.9255491,0.00002953129,0.00006017131,0.00001954437,0.0001211841,0.000007400062,0.04653186,0.00336458,0.02016628,0.0002208904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978448,0.0006084418,0.000005686829,0.000466732,0.0001487209,0.0001450556,0.00001510568,0.00002000873,0.0007455096],"genre_scores_gemma":[0.998707,0.0002383818,0.00002126235,0.000969918,0.0000313953,0.000004495397,0.00001066784,4.770283e-7,0.00001642697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5117926,"threshold_uncertainty_score":0.1381245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003665800644124901,"score_gpt":0.1728136471532494,"score_spread":0.1691478465091245,"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."}}