{"id":"W2062263926","doi":"10.1115/icmm2004-2407","title":"Multistage Viscous Micropumps","year":2004,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Micropump; Mechanics; Drag; Microchannel; Rotor (electric); Viscous liquid; Materials science; Mechanical engineering; Physics; Engineering","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":[0.0001855926,0.0002888217,0.0003449757,0.0002538075,0.0002360314,0.0003161378,0.0006307184,0.0003565708,0.001036129],"category_scores_gemma":[0.0002884862,0.0002097317,0.0002618188,0.0001812865,0.0002194452,0.0003901746,0.0004460017,0.0002313584,0.0002635211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002481283,"about_ca_system_score_gemma":0.0002589638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003862889,"about_ca_topic_score_gemma":0.000568295,"domain_scores_codex":[0.9998609,0.00001120511,0.00001140594,0.00003207759,0.000055789,0.00002859351],"domain_scores_gemma":[0.999878,0.00002781527,0.00003323349,0.00001718326,0.00002685576,0.00001682316],"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":[0.000234334,0.00008528005,0.001270662,0.0003770085,0.00001671028,0.0002365558,0.00008056116,0.04747975,0.9131494,0.004627567,0.0004234836,0.0320186],"study_design_scores_gemma":[0.0000504516,0.0009845581,0.002248226,0.00002485097,0.00002467925,0.0002554799,0.00003274496,0.3591954,0.6308346,0.0006039916,0.005705529,0.00003946193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8138437,0.0008676404,0.1808259,0.00006583187,0.00009662346,0.0001425235,0.0001670996,0.0003567667,0.003633768],"genre_scores_gemma":[0.9398677,0.0002381811,0.05656978,0.000014725,0.00001172531,0.00007576185,0.00007343013,0.00001824399,0.003130443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001036129,"threshold_uncertainty_score":0.003466249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005988312792544894,"score_gpt":0.1964165828919547,"score_spread":0.1904282700994098,"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."}}