{"id":"W4394514214","doi":"10.6084/m9.figshare.1011780","title":"Initial DOM properties (<em>t</em><sub>0</sub>) and changes (diff) after 12 days of incubation under natural sunlight (per cent differences given in parentheses), including dissolved organic carbon (DOC), absorption coefficient of CDOM at 320 nm (<em>a</em><sub>320</sub>), SUVA index (<em>A</em><sub>254</sub>/DOC), CDOM absorption slope at 290 nm (<em>S</em><sub>290</sub>), and four PARAFAC components extracted from EEMs of fluorescence (C1–C4, and the sum C1–C4, given in Raman units, RU)","year":2013,"lang":"en","type":"dataset","venue":"Figshare","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissolved organic carbon; Sunlight; Absorption (acoustics); Total organic carbon; Incubation; Environmental chemistry; Carbon fibers; Chemistry; Environmental science; Materials science; Optics; Physics; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001102648,0.001972586,0.002739797,0.001058916,0.0006609689,0.000635989,0.001420282,0.001364162,0.0006408618],"category_scores_gemma":[0.0006581225,0.001614724,0.000365857,0.001379249,0.0007361969,0.001050071,0.002935739,0.001676621,0.00008897192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001421482,"about_ca_system_score_gemma":0.00013341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002161112,"about_ca_topic_score_gemma":0.02645344,"domain_scores_codex":[0.9885515,0.001912253,0.002728237,0.002487946,0.002692137,0.001627924],"domain_scores_gemma":[0.9939718,0.0009598479,0.002636093,0.001490941,0.0003639101,0.000577463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00297561,0.001512271,0.04059543,0.002103522,0.0007830326,0.00008995139,0.01948085,0.0007730291,0.9163139,7.802952e-7,0.01131731,0.004054278],"study_design_scores_gemma":[0.006683729,0.0004946109,0.5199108,0.01030852,0.0007542764,0.00003450347,0.005599459,0.006198534,0.4469267,0.00008981385,0.0003321875,0.00266688],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7523547,0.00132896,0.000003068676,0.0001050727,0.0003948486,0.00233558,0.2433986,0.00007730316,0.000001852795],"genre_scores_gemma":[0.747389,0.00141794,0.000006800179,0.00004373421,0.0002784148,0.0006108935,0.250109,0.0001358463,0.000008376352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4793154,"threshold_uncertainty_score":0.9999323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04559412618603272,"score_gpt":0.2330684513601036,"score_spread":0.1874743251740709,"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."}}