{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008885218,0.000165552,0.0002384014,0.000874807,0.0006972838,0.0009659082,0.0003094403,0.0004462301,0.001596997],"category_scores_gemma":[0.002412443,0.0002178857,0.0002933001,0.001120409,0.0009973737,0.0006202275,0.0007962282,0.0005162806,0.00007269021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008776289,"about_ca_system_score_gemma":0.0005961646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00388468,"about_ca_topic_score_gemma":0.008186845,"domain_scores_codex":[0.9993107,0.0001654342,0.00006218984,0.0001616089,0.0001870747,0.0001130472],"domain_scores_gemma":[0.9978608,0.000642883,0.00108366,0.0001120142,0.0001699023,0.0001307013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001317143,0.00004202524,0.9662596,0.0001115322,0.0000593222,0.0003126778,0.001139604,0.001221288,0.005014576,0.002139413,0.0005698107,0.02299826],"study_design_scores_gemma":[0.000002164207,0.00002698363,0.9970752,0.00001128929,0.00001364075,0.00008895274,0.0007804453,0.0002060535,0.0004414094,0.0008263736,0.0005193857,0.000008062075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994086,0.001198274,0.0006328578,0.0006349784,0.00001289769,0.00001344672,0.0002312229,0.00001635617,0.003173876],"genre_scores_gemma":[0.9987649,0.0006631888,0.000199831,0.00004464146,0.00001438021,0.000005480172,0.00006705031,0.00000369967,0.0002368401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00388468,"threshold_uncertainty_score":0.007724106,"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."}}