{"id":"W2046325099","doi":"10.1117/12.778903","title":"Finite element modeling of intermittent flow molecular sorting system for optical microfluidics-based biodetection","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Microfluidics; Nanotechnology; Optofluidics; Materials science; Fluidics; Lab-on-a-chip; Biosensor; Biomolecule; Computer science; 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":[0.0003303407,0.0005884037,0.0005646712,0.0006093671,0.0005043052,0.000817768,0.001083991,0.001928491,0.004885809],"category_scores_gemma":[0.0006138916,0.0005550401,0.000976724,0.0003739852,0.0004789618,0.0005004455,0.0005032473,0.0004832934,0.000668102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007007358,"about_ca_system_score_gemma":0.001317824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008349412,"about_ca_topic_score_gemma":0.006077718,"domain_scores_codex":[0.9997887,0.00004048404,0.00001231093,0.00004068049,0.00009599608,0.00002194514],"domain_scores_gemma":[0.9997779,0.0001009265,0.0000299905,0.00001299464,0.00006610925,0.00001208003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003645505,0.00003179675,0.0007015167,0.0001126312,0.00001599485,0.0001157431,0.00008922383,0.9783747,0.009885469,0.003554844,0.0004718009,0.006609869],"study_design_scores_gemma":[0.00000453426,0.00001396692,0.0001072988,0.00001031184,0.00000436554,0.00001457397,0.00001303929,0.9978144,0.0007830731,0.0002141555,0.001015445,0.000004794288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0616474,0.0008565757,0.9065826,0.0006151816,0.0001823068,0.0002381389,0.0006810667,0.001058497,0.02813824],"genre_scores_gemma":[0.7872155,0.001496081,0.1805566,0.0002094745,0.00004723916,0.00119171,0.0009181104,0.0001903092,0.02817495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008349412,"threshold_uncertainty_score":0.01660162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008873508567500387,"score_gpt":0.2140927007503959,"score_spread":0.2052191921828955,"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."}}