{"id":"W2037519846","doi":"10.1016/j.jcis.2010.08.039","title":"Finite reservoir effect on capillary flow of microbead suspension in rectangular microchannels","year":2010,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Alberta Innovates - Technology Futures","keywords":"Microchannel; Capillary action; Mechanics; Microbead (research); Microfluidics; Capillary pressure; Flow (mathematics); Front (military); Capillary length; Chemistry; Materials science; Porous medium; Mechanical engineering; Physics; Nanotechnology; Porosity; Engineering; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000802065,0.0001087754,0.0002279918,0.0003010346,0.00005911254,0.00003017234,0.0002989897,0.00006031564,0.00002413369],"category_scores_gemma":[0.0001157491,0.0000865746,0.00004665005,0.0004940388,0.0001831048,0.0001521891,0.00003777288,0.0003546361,0.000003705572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004290273,"about_ca_system_score_gemma":0.00006539546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005665062,"about_ca_topic_score_gemma":0.000009123438,"domain_scores_codex":[0.9991268,0.00002302518,0.0003261941,0.0001247617,0.0002038936,0.0001953239],"domain_scores_gemma":[0.9994329,0.00009907744,0.00009264048,0.0001634345,0.0001267089,0.00008525428],"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":[0.00005077785,0.00001749057,0.00009024509,0.00002201377,0.00000508073,0.000001433058,0.0002376816,0.0005620459,0.9957879,0.00002834009,0.002867035,0.0003299896],"study_design_scores_gemma":[0.0002894699,0.0004613212,0.0004415296,0.0001256303,0.000005888608,0.00006619332,0.00005272499,0.001459317,0.9928409,0.00007769299,0.004095444,0.00008382228],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991507,0.007429171,0.0002623371,0.00007732679,0.000277247,0.0001058035,0.000002496664,0.000007116634,0.0003314895],"genre_scores_gemma":[0.9944106,0.005237887,0.0002422009,0.00002047311,0.00003680106,0.000001424075,2.246451e-7,0.000009179733,0.0000412015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0029469,"threshold_uncertainty_score":0.353041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00414025810210498,"score_gpt":0.2230811749252335,"score_spread":0.2189409168231286,"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."}}