{"id":"W4416392314","doi":"10.1186/s43591-025-00149-2","title":"Correction to: Risk-based management framework for microplastics in aquatic ecosystems","year":2025,"lang":"en","type":"article","venue":"Microplastics and Nanoplastics","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Volume (thermodynamics); Microplastics; Particle (ecology); Confidence interval; Mathematical model; Process (computing); Cylinder; Calibration","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004440701,0.0004650954,0.0004587904,0.0004460332,0.0003826531,0.0001467665,0.0002746445,0.000243553,0.00009187629],"category_scores_gemma":[0.001532299,0.0004714337,0.0000919179,0.000931539,0.0001467881,0.00005801769,0.0002483817,0.0003896686,0.0001809572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003971766,"about_ca_system_score_gemma":0.00006730964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001750825,"about_ca_topic_score_gemma":0.001767782,"domain_scores_codex":[0.9973176,0.00008584325,0.0007510763,0.0008044645,0.0002732623,0.0007678297],"domain_scores_gemma":[0.996177,0.002961242,0.0002245187,0.0003636793,0.00003486468,0.0002386697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00318651,0.002247822,0.3077073,0.00162949,0.000461345,0.0001288854,0.0008201142,0.3404194,0.04361364,0.04027564,0.1988556,0.06065427],"study_design_scores_gemma":[0.004293345,0.0008557437,0.03040317,0.002242538,0.0005748402,0.00002268459,0.0001975497,0.8085542,0.01184061,0.007493225,0.1320134,0.001508646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1357143,0.0001112523,0.8565162,0.00009561771,0.005482748,0.0009578119,0.000241014,0.00005786163,0.000823116],"genre_scores_gemma":[0.8955749,0.0001587252,0.1022926,0.0003600687,0.00009490208,0.0001330672,0.0000467317,0.00005487521,0.001284192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7598605,"threshold_uncertainty_score":0.9997737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0044530010065385,"score_gpt":0.2155617570006694,"score_spread":0.2111087559941309,"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."}}