{"id":"W1975934450","doi":"10.1007/s10404-010-0613-4","title":"Deposition of particles from polydisperse suspensions in microfluidic systems","year":2010,"lang":"en","type":"article","venue":"Microfluidics and Nanofluidics","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Microchannel; Microfluidics; Suspension (topology); Deposition (geology); Particle (ecology); Particle size; Materials science; Microsphere; Particle-size distribution; Polymer; Nanotechnology; Flow (mathematics); Flow focusing; Chemical engineering; Chemistry; Mechanics; Composite material; Physics","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":[0.0003800347,0.0003031323,0.0003916369,0.00033361,0.0003167988,0.0007185439,0.0003223025,0.0004255366,0.0005851662],"category_scores_gemma":[0.000348133,0.0003961167,0.0002737404,0.0001809784,0.0002764008,0.0005096081,0.0003888043,0.0005105854,0.0005333447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004314953,"about_ca_system_score_gemma":0.0003038571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003166904,"about_ca_topic_score_gemma":0.0007275764,"domain_scores_codex":[0.9997837,0.00002085854,0.0000253209,0.00005527799,0.00008258923,0.00003232264],"domain_scores_gemma":[0.9998512,0.00006462108,0.00002614114,0.00002194779,0.00001674332,0.0000194059],"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":[0.00002890744,0.00001158417,0.0000349357,0.0000462935,0.000004399411,0.00003573537,0.00002385125,0.0002556244,0.9977698,0.0002305117,0.00004971055,0.001508674],"study_design_scores_gemma":[0.000009729207,0.00003048174,0.0001137822,0.000002932584,0.000003415729,0.00001486633,0.000003169365,0.00105806,0.9976562,0.00005257699,0.001051894,0.000002812187],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9299569,0.0045421,0.05859066,0.0003368122,0.0002649367,0.0001615268,0.0002408122,0.0004494083,0.005456844],"genre_scores_gemma":[0.9344335,0.00305773,0.05386547,0.0002098917,0.00009570434,0.0001284453,0.0003059903,0.0001334415,0.007769905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007185439,"threshold_uncertainty_score":0.003130734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006936693329370341,"score_gpt":0.1886391204357148,"score_spread":0.1817024271063445,"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."}}