{"id":"W4391111022","doi":"10.3390/w16020348","title":"Impact of Microplastic on Freshwater Sediment Biogeochemistry and Microbial Communities Is Polymer Specific","year":2024,"lang":"en","type":"article","venue":"Water","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New York Sea Grant, State University of New York; Research Foundation for the State University of New York; National Oceanic and Atmospheric Administration; U.S. Department of Commerce","keywords":"Benthic zone; Biogeochemistry; Plastic pollution; Environmental science; Benthos; Ecosystem; Microplastics; Sediment; Microcosm; Sink (geography); Aquatic ecosystem; Environmental chemistry; Microbial population biology; Ecology; Chemistry; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005632779,0.0001362045,0.0001011158,0.00002940962,0.00005467107,0.00005317714,0.00007777462,0.00005739239,0.01318146],"category_scores_gemma":[7.449615e-7,0.0000754666,0.0000599136,0.00003789419,0.0001516821,0.00004301355,0.0001136853,0.0001004039,0.0005895093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006993885,"about_ca_system_score_gemma":0.000004320809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007624921,"about_ca_topic_score_gemma":0.00004978427,"domain_scores_codex":[0.9993844,0.00001620545,0.00013703,0.000148472,0.000100171,0.0002137201],"domain_scores_gemma":[0.999764,0.00004372395,0.00001394684,0.0001202366,0.000003052362,0.00005503857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000363578,0.00003578664,0.002711385,0.00001715927,0.00002769388,0.000004891217,0.0008733677,0.0000259617,0.962184,0.000004944596,0.03370603,0.0003724342],"study_design_scores_gemma":[0.0001565482,0.0001342913,0.002239864,0.00006608031,0.00001810436,0.00002968574,0.00002488577,0.0004189555,0.9682248,0.00004925468,0.02848585,0.00015167],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983398,0.0001469823,0.00003428171,0.00008441255,0.0003133293,0.00004858712,0.0005419222,0.00001492245,0.0004757186],"genre_scores_gemma":[0.9990188,0.00003408541,0.00004254236,0.00005065452,0.00009530591,0.000001678638,0.00007199306,0.000008419015,0.0006765048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259195,"threshold_uncertainty_score":0.9877206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008482438919640452,"score_gpt":0.2070341825063208,"score_spread":0.1985517435866803,"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."}}