{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001221184,0.00004306159,0.0000362113,0.00001823848,0.000014065,0.00001057519,0.00002712883,0.000024174,0.0001152854],"category_scores_gemma":[8.95067e-7,0.00004030477,0.00001401404,0.00004364363,0.000004932309,0.00004595681,0.000001428304,0.00003233602,0.0001280687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000227944,"about_ca_system_score_gemma":0.000003760945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002853666,"about_ca_topic_score_gemma":0.00003151827,"domain_scores_codex":[0.9997878,0.000001170431,0.00005419961,0.00004247085,0.00003000742,0.00008435623],"domain_scores_gemma":[0.9999079,0.000002249098,5.30881e-7,0.00005552248,0.000005415907,0.00002842088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001185226,0.00001415402,0.00005047565,0.00002498777,0.0000086563,0.00000931171,0.0002860462,0.9550257,0.03930141,0.001789071,0.0002590077,0.003229975],"study_design_scores_gemma":[0.003731148,0.00007800678,0.004167673,0.0000517798,0.00002683292,0.00003664086,0.0001575579,0.1330199,0.8313203,0.0007840848,0.02571552,0.0009105915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06758031,0.00005613157,0.8883656,0.0000485363,0.000114693,0.00005495182,0.000002711216,0.0004313543,0.0433457],"genre_scores_gemma":[0.9884762,0.00003651866,0.01124196,0.00005296855,0.00002147434,0.000002116079,0.000004862058,0.00001234738,0.0001515393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9208959,"threshold_uncertainty_score":0.1646106,"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."}}