{"id":"W4400618451","doi":"10.1016/j.hazadv.2024.100445","title":"Ecological risk assessment framework for microplastics in agricultural soils amended with biosolids","year":2024,"lang":"en","type":"article","venue":"Journal of Hazardous Materials Advances","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Department of Environment and Science, Queensland Government","keywords":"Biosolids; Microplastics; Environmental science; Biota; Soil water; Soil biology; Agriculture; Ecosystem; Soil health; Ecology; Risk assessment; Ecosystem services; Environmental engineering; Soil organic matter; Soil science; Biology","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":[0.0004529335,0.0001696455,0.0003165017,0.00005881379,0.00007989997,0.0001757581,0.0001504206,0.00009077285,0.0004721941],"category_scores_gemma":[0.0001570076,0.00009610695,0.0000610956,0.0001427537,0.0001011006,0.0002742113,0.0000436099,0.0002037994,0.00002369973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00020671,"about_ca_system_score_gemma":0.00004393322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007064857,"about_ca_topic_score_gemma":0.00005228733,"domain_scores_codex":[0.998718,0.00007225635,0.0004928216,0.000191401,0.0002404336,0.0002850619],"domain_scores_gemma":[0.99907,0.0004446765,0.0003152993,0.00006604987,0.00002455694,0.00007943301],"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":[0.001617379,0.0007295222,0.008535704,0.0003147515,0.0002303057,0.0005525786,0.0005382656,0.06380676,0.899469,0.009148877,0.003312035,0.01174482],"study_design_scores_gemma":[0.005701089,0.01244366,0.3501278,0.003233637,0.0007780602,0.002896102,0.001460296,0.004134738,0.3644224,0.1569795,0.09530869,0.002514059],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9352863,0.0003644445,0.06210139,0.000201163,0.001606571,0.0001717671,0.0001429954,0.00001386727,0.0001115277],"genre_scores_gemma":[0.9293448,0.0005395756,0.06977995,0.00002494673,0.0002612044,0.000008913745,0.000004098559,0.00001127727,0.00002517566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5350466,"threshold_uncertainty_score":0.5170194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006392510970376939,"score_gpt":0.2559356794925195,"score_spread":0.2495431685221426,"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."}}