{"id":"W7132935025","doi":"","title":"The design and analysis of active and passive microfluidic systems","year":2004,"lang":"","type":"dissertation","venue":"TSpace","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Strong; CMC Microsystems","keywords":"Microfluidics; Component (thermodynamics); Particle image velocimetry; Velocimetry; Computer simulation; Numerical analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0007283138,0.0005313795,0.0003460726,0.0003121497,0.0003199232,0.001162209,0.001115366,0.0006594572,0.001318276],"category_scores_gemma":[0.00133589,0.000441635,0.0003126489,0.0001355068,0.0004642529,0.001096835,0.000645429,0.0003919355,0.0005054765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000450614,"about_ca_system_score_gemma":0.0005388639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002133783,"about_ca_topic_score_gemma":0.000214044,"domain_scores_codex":[0.9994406,0.00007268165,0.00003251039,0.0001214348,0.0002976238,0.00003516526],"domain_scores_gemma":[0.9995566,0.0001301602,0.00005650145,0.00006531015,0.0001610054,0.00003047579],"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":[0.0002497017,0.0001349709,0.001071344,0.0007350323,0.0000475998,0.0001348888,0.0001113023,0.06779067,0.5823547,0.0905456,0.002448727,0.2543754],"study_design_scores_gemma":[0.0001106482,0.0009967698,0.001807365,0.0000822143,0.0001076274,0.000414505,0.00004001718,0.556405,0.3238049,0.0261506,0.09002137,0.00005891734],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02441748,0.001632732,0.9642187,0.0002978719,0.0001933458,0.0001911042,0.0001028999,0.000743817,0.008202105],"genre_scores_gemma":[0.5572826,0.0023029,0.4224811,0.0002377402,0.0002447261,0.0005845115,0.0002320855,0.0001250977,0.01650936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001318276,"threshold_uncertainty_score":0.004410088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008388950525744456,"score_gpt":0.2535205608364874,"score_spread":0.245131610310743,"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."}}