{"id":"W4404733358","doi":"10.31224/4106","title":"Modelling microplastics in bioretention systems: A review","year":2024,"lang":"en","type":"review","venue":"","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microplastics; Bioretention; Environmental science; Environmental planning; Stormwater; Ecology; Biology; Surface runoff","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009247001,0.002010867,0.002227177,0.003234553,0.0002919612,0.001391717,0.00141595,0.001801813,0.002738463],"category_scores_gemma":[0.00133745,0.0007546318,0.001524025,0.00424788,0.0004879643,0.001901922,0.000777326,0.001062502,0.001600273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000692007,"about_ca_system_score_gemma":0.001660308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003742712,"about_ca_topic_score_gemma":0.003235866,"domain_scores_codex":[0.9996413,0.00007476834,0.0000625742,0.00007127004,0.0001230829,0.00002701051],"domain_scores_gemma":[0.9990444,0.0006231088,0.0001180156,0.00003038028,0.0001560274,0.00002812022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000787402,0.0001866499,0.0005587797,0.08270138,0.0004343503,0.0002790646,0.0001802507,0.01458852,0.003025597,0.008758333,0.0143525,0.8748559],"study_design_scores_gemma":[0.00003437027,0.0003241634,0.001917191,0.02893082,0.001186745,0.001305894,0.0002273157,0.006589479,0.003600792,0.007875687,0.9478794,0.0001280232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003126977,0.9979183,0.0009533014,0.00008122338,0.00006871841,0.000008411214,0.00003030226,0.00001536997,0.0006116272],"genre_scores_gemma":[0.001585508,0.9972401,0.0007724868,0.00003627684,0.00005709859,0.00001139739,0.00004196917,0.000004765212,0.0002504418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003742712,"threshold_uncertainty_score":0.009161115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0457217138727028,"score_gpt":0.2834752590408106,"score_spread":0.2377535451681078,"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."}}