{"id":"W4400235681","doi":"10.11159/ffhmt24.106","title":"Electroosmotic Flow through a Porous Media within a Microchannel","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microchannel; Porous medium; Flow (mathematics); Porosity; Materials science; Computer science; Mechanics; Nanotechnology; Composite material; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001456838,0.0003282515,0.0003425028,0.0002446934,0.000279849,0.0004965821,0.0003440205,0.0004616664,0.0002353704],"category_scores_gemma":[0.000298266,0.0001127134,0.0002554807,0.0001717845,0.0007192087,0.000536274,0.0002498266,0.0002443928,0.00006218953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003828685,"about_ca_system_score_gemma":0.0004619567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008969611,"about_ca_topic_score_gemma":0.0004172832,"domain_scores_codex":[0.9998869,0.00001431842,0.000005531288,0.0000343523,0.00003916725,0.00001976158],"domain_scores_gemma":[0.9998274,0.00009009955,0.00004227322,0.000008428809,0.00001999967,0.0000116917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008573168,0.00005166066,0.0006789205,0.0002152339,0.00001985479,0.000341739,0.00008831124,0.03065535,0.9562156,0.005104282,0.00009881396,0.006444531],"study_design_scores_gemma":[0.00004800939,0.0004406084,0.00406166,0.00003424715,0.00004343579,0.00090178,0.00009670412,0.3351654,0.6497816,0.003572177,0.005788016,0.00006636749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8266588,0.002960064,0.167439,0.0001647425,0.00008115383,0.00008748325,0.0001532829,0.0002176413,0.002237815],"genre_scores_gemma":[0.9543558,0.001398531,0.04223089,0.00004693614,0.00003654024,0.00004860793,0.00006987343,0.00001743831,0.001795323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008969611,"threshold_uncertainty_score":0.002777934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386276829349467,"score_gpt":0.212447767430485,"score_spread":0.1985849991369904,"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."}}