{"id":"W4393195330","doi":"10.1016/j.mex.2024.102680","title":"High throughput application of ASTM D8332: Detailed prototype design and operating conditions for microplastic sampling of riverine systems","year":2024,"lang":"en","type":"article","venue":"MethodsX","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Sampling (signal processing); Environmental science; Microplastics; Suspended solids; Modular design; Total suspended solids; Stormwater; Water quality; Effluent; Hydrology (agriculture); Environmental engineering; Marine engineering; Engineering; Computer science; Surface runoff; Wastewater; Geology; Filter (signal processing); Geotechnical engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003249024,0.001128861,0.0007296107,0.0011872,0.0008393475,0.000889228,0.001388022,0.0009027068,0.003729776],"category_scores_gemma":[0.002132906,0.0007007401,0.0006289704,0.0009471208,0.0005799767,0.0008246951,0.0005430073,0.00088103,0.002271446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001441534,"about_ca_system_score_gemma":0.00220225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008027964,"about_ca_topic_score_gemma":0.01420312,"domain_scores_codex":[0.9978241,0.0001966353,0.0001760193,0.0002567057,0.001403174,0.0001434235],"domain_scores_gemma":[0.9980472,0.0002137197,0.0001798876,0.0002480871,0.001233954,0.00007712199],"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":[0.0001435789,0.0001578517,0.002319317,0.0004427849,0.00002519781,0.0002626308,0.0003373784,0.002277005,0.9533036,0.0005906693,0.004659437,0.03548065],"study_design_scores_gemma":[0.00006365249,0.001115748,0.01180686,0.00007653152,0.00007884275,0.0005660438,0.0001579595,0.01514166,0.9176728,0.0002309241,0.05297032,0.0001185793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2429529,0.0008747925,0.7133499,0.0005578996,0.0003695888,0.006587006,0.006075979,0.01732163,0.01191029],"genre_scores_gemma":[0.358106,0.001091046,0.6080369,0.0004210541,0.00006733679,0.007264541,0.005944239,0.001298039,0.01777098],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008027964,"threshold_uncertainty_score":0.01718265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03402829579964619,"score_gpt":0.3097521612975996,"score_spread":0.2757238654979535,"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."}}