{"id":"W4395680743","doi":"10.2139/ssrn.4808992","title":"Evaluation of Microplastic Particle Transmission in a Microfiltration Process Using Fluorescence Measurements: Effect of Pore Size and Flux","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Microfiltration; Flux (metallurgy); Process (computing); Particle size; Materials science; Particle (ecology); Fluorescence; Microplastics; Transmission (telecommunications); Environmental science; Process engineering; Chemical engineering; Nanotechnology; Chemistry; Membrane; Environmental chemistry; Computer science; Physics; Engineering; Optics; Metallurgy; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009075125,0.0004568241,0.0004134398,0.0002297079,0.0004035248,0.0004713898,0.000425466,0.0007899349,0.0007420972],"category_scores_gemma":[0.00135108,0.0002731828,0.000384725,0.0002946935,0.0005151242,0.0008142084,0.0003650479,0.0007320145,0.0001843111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004322561,"about_ca_system_score_gemma":0.0002859961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001396656,"about_ca_topic_score_gemma":0.001016696,"domain_scores_codex":[0.9994842,0.00007982104,0.00002563824,0.0001195865,0.0002110398,0.00007974268],"domain_scores_gemma":[0.9986911,0.0008300081,0.0001570442,0.00008107832,0.0001881638,0.0000525592],"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":[0.000200008,0.00005837153,0.0003549336,0.00003174871,0.000005292451,0.00002253765,0.00006724253,0.0001956613,0.9973161,0.00003312997,0.0000132937,0.001701699],"study_design_scores_gemma":[0.000003941158,0.0001399479,0.001417661,0.000001721012,0.000006396856,0.00001946331,0.00001402732,0.001560311,0.9967662,0.000006916823,0.00005973411,0.000003668882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894671,0.0003039239,0.009692098,0.00003563984,0.0000109755,0.00002389817,0.00006565573,0.00007382098,0.0003269711],"genre_scores_gemma":[0.9915639,0.0004218225,0.007043978,0.00002109207,0.000007783195,0.00002602405,0.000101202,0.00004366396,0.0007704471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001396656,"threshold_uncertainty_score":0.004799426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844188420086236,"score_gpt":0.2772081310038695,"score_spread":0.2587662468030072,"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."}}