{"id":"W2045784628","doi":"10.1080/10893950490516901","title":"TRANSIENT BEHAVIOR OF THE VISCOUS MICROPUMP","year":2004,"lang":"en","type":"article","venue":"Microscale Thermophysical Engineering","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Transient (computer programming); Materials science; Micropump; Mechanics; Nanotechnology; Computer science; 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":[0.0002768895,0.0002714816,0.0004055997,0.0002665198,0.0004546893,0.0006683643,0.0004257707,0.0006058536,0.00130538],"category_scores_gemma":[0.0017699,0.0001671482,0.0002753088,0.000175526,0.0005640943,0.0009064811,0.0003749891,0.0004747495,0.0003675874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005040188,"about_ca_system_score_gemma":0.0004301171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009475418,"about_ca_topic_score_gemma":0.000368249,"domain_scores_codex":[0.9998394,0.00001341494,0.000006637636,0.00002830539,0.00007013753,0.00004211871],"domain_scores_gemma":[0.9995307,0.0002631168,0.00004867732,0.00002888851,0.00009347058,0.00003523698],"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":[0.0006908745,0.0001666203,0.002530245,0.0003065988,0.0000334777,0.001033155,0.0007643262,0.1256539,0.8252327,0.01129042,0.001025195,0.03127239],"study_design_scores_gemma":[0.00003282297,0.000606287,0.002182764,0.00003842759,0.00002497587,0.0002957419,0.0001587827,0.6687629,0.3223136,0.001550547,0.003976812,0.00005640458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8797981,0.001379992,0.1095235,0.0004402695,0.0001340514,0.0001077511,0.000145316,0.0006940549,0.00777701],"genre_scores_gemma":[0.992599,0.0002041211,0.005013862,0.00005091852,0.000009164454,0.00003022911,0.00005985608,0.00003740393,0.001995458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00130538,"threshold_uncertainty_score":0.004366875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003193526551064161,"score_gpt":0.1729042275339015,"score_spread":0.1697107009828373,"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."}}