{"id":"W3088197243","doi":"10.1038/s41598-020-72700-5","title":"Rapid fabrication of sieved microwells and cross-flow microparticle trapping","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Settling; Microfluidics; Nanotechnology; Fabrication; Materials science; Particle (ecology); Seeding; Sedimentation; Dispersion (optics); Volumetric flow rate; Mechanics; Environmental science; Physics; Optics; Geology; Engineering; Aerospace engineering","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":[0.0008184711,0.0008506678,0.0005746495,0.0006582911,0.0003003703,0.0006554077,0.0009285251,0.0007270461,0.001182696],"category_scores_gemma":[0.0006085464,0.0005444244,0.0005205009,0.0003151895,0.0004316089,0.0004938127,0.0007210827,0.00109822,0.001167928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002785481,"about_ca_system_score_gemma":0.0005126763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003519298,"about_ca_topic_score_gemma":0.001103432,"domain_scores_codex":[0.9995093,0.00003136642,0.00006567192,0.0001019243,0.0001963953,0.00009530036],"domain_scores_gemma":[0.9994548,0.0001125004,0.0001365558,0.000124721,0.0000904429,0.00008097242],"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":[0.00001884574,0.00004128368,0.0001244943,0.00006289849,0.000006620506,0.0000636506,0.00003281693,0.0003481357,0.9944139,0.0007390006,0.0002803384,0.003867955],"study_design_scores_gemma":[0.00001476412,0.0001104879,0.001276034,0.00001219426,0.000009993762,0.0001921555,0.00001911817,0.003170697,0.9874259,0.0001912541,0.007552773,0.00002465548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3849656,0.003910171,0.5947769,0.0004538835,0.0006953019,0.001368025,0.002532647,0.004769088,0.006528288],"genre_scores_gemma":[0.4013403,0.003772734,0.5846347,0.0002959628,0.00006366,0.001531126,0.002618242,0.0003404742,0.005402731],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001182696,"threshold_uncertainty_score":0.004328549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868804241554243,"score_gpt":0.2104668372159517,"score_spread":0.1917787948004092,"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."}}