{"id":"W2023511519","doi":"10.1007/s102010170003","title":"Penetration of solar ultraviolet radiation into New Zealand lakes: influence of dissolved organic carbon and catchment vegetation","year":2001,"lang":"en","type":"article","venue":"Limnology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Dissolved organic carbon; Colored dissolved organic matter; Environmental science; Photosynthetically active radiation; Water column; Hydrology (agriculture); Drainage basin; Environmental chemistry; Total organic carbon; Ecology; Chemistry; Oceanography; Phytoplankton; Geology; Nutrient; Photosynthesis; Biology; Geography","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":[0.00008837746,0.00006312307,0.000134187,0.00005959809,0.00002081025,0.000006314983,0.00005720308,0.00006519259,0.00005487396],"category_scores_gemma":[0.00002419947,0.00005661805,0.00001220334,0.0001184477,0.00003096019,0.00009114353,0.000005186459,0.00004612216,0.000003960496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000026514,"about_ca_system_score_gemma":0.00004243817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0181793,"about_ca_topic_score_gemma":0.03881383,"domain_scores_codex":[0.9994411,0.00004297029,0.0002158841,0.0001201931,0.0000817646,0.00009808909],"domain_scores_gemma":[0.9996619,0.00004537185,0.000132806,0.00008769905,0.0000290243,0.00004316063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002690049,0.000009018462,0.9479871,0.00002804663,0.00001037323,0.000001243231,0.00073269,0.0007733325,0.01046937,0.00001831999,0.000006029854,0.0399376],"study_design_scores_gemma":[0.0002963541,0.000317487,0.9913913,0.00001542845,0.00001442794,0.00001060558,0.00009801558,0.003997073,0.003075508,0.0005002043,0.0002216883,0.0000619257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988008,0.0003376839,0.00005644003,0.0001189107,0.00006470073,0.0001037535,0.000002618243,0.000008603225,0.0005064612],"genre_scores_gemma":[0.9993815,0.0003161461,0.00005291345,0.00002327128,0.00003223328,5.826244e-7,0.00006887801,0.000001516855,0.0001228988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0434042,"threshold_uncertainty_score":0.9883587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004694187399103948,"score_gpt":0.1901859688596736,"score_spread":0.1854917814605696,"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."}}