{"id":"W2596177803","doi":"","title":"CAUSES AND CONSEQUENCES OF VARIATION IN UV TRANSPARENCY FOR FRESHWATER ECOSYSTEMS","year":2011,"lang":"en","type":"article","venue":"OhioLink ETD Center (Ohio Library and Information Network)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ames Research Center; Secretário de Ciência, Tecnologia e Ensino Superior, Governo do Estado de Parana; NASA Astrobiology Institute; Austrian Science Fund; University of Miami; National Aeronautics and Space Administration; Parks Canada; National Science Foundation","keywords":"Transparency (behavior); Variation (astronomy); Freshwater ecosystem; Environmental science; Ecosystem; Ecology; Computer science; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001733085,0.00009468273,0.0001510791,0.00005249727,0.00006215178,0.00003901519,0.00007987991,0.00006224139,0.0002633524],"category_scores_gemma":[0.000003432575,0.00007792725,0.00003071814,0.0001189636,0.00007567875,0.003665021,0.00003671354,0.00005057879,0.000004448682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005373932,"about_ca_system_score_gemma":0.000004747607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001338587,"about_ca_topic_score_gemma":0.00001988816,"domain_scores_codex":[0.9991735,0.00005585447,0.0004202931,0.0001083911,0.00007800479,0.0001639647],"domain_scores_gemma":[0.9996943,0.00002842445,0.0001335087,0.00008669247,0.0000037645,0.00005325802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004879077,0.000223134,0.7822998,0.0007726366,0.0001441181,0.000002710451,0.02754372,0.002698565,0.00170839,0.1744213,0.003415908,0.0062818],"study_design_scores_gemma":[0.005271809,0.0007620791,0.6307805,0.001076921,0.0001707938,0.00002731577,0.0003449022,0.03041464,0.03567459,0.02307875,0.2709092,0.001488472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344751,0.0001450235,0.002638551,0.0005090123,0.0003927187,0.000563324,0.000186708,0.00007354219,0.06101608],"genre_scores_gemma":[0.9978914,0.0002576236,0.001501849,0.0001148024,0.00005273441,0.00001975844,0.00009653724,0.000004213743,0.00006107265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2674933,"threshold_uncertainty_score":0.3177781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049781549592769,"score_gpt":0.2067612178538169,"score_spread":0.1862634023578892,"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."}}