{"id":"W2031559840","doi":"10.1115/fedsm-icnmm2010-30499","title":"Characterization of Injected Sample Plugs in Microchip Capillary Electrophoresis","year":2010,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Spark plug; Sample (material); Capillary electrophoresis; Separation (statistics); Computer science; Channel (broadcasting); Plug and play; Chromatography; Mechanical engineering; Engineering; Chemistry; Telecommunications","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":[0.001057558,0.0006114778,0.0003764577,0.0006843889,0.0002569491,0.001300205,0.0007378486,0.0007236886,0.0003793837],"category_scores_gemma":[0.002562018,0.0003659452,0.0002629213,0.0005786154,0.0008419452,0.0007925617,0.0003728095,0.0004630159,0.0002873572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003812686,"about_ca_system_score_gemma":0.000505968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004935212,"about_ca_topic_score_gemma":0.0006666076,"domain_scores_codex":[0.9991009,0.000146164,0.00005034633,0.0001755987,0.0004103147,0.0001167092],"domain_scores_gemma":[0.9986614,0.000578833,0.0001605893,0.0001433556,0.0003711458,0.00008460894],"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":[0.0001620592,0.0000518931,0.001111874,0.0001906164,0.00001482386,0.0003151944,0.0002436823,0.0004583337,0.9869141,0.0007064232,0.00009759073,0.009733466],"study_design_scores_gemma":[0.000005447821,0.0001198903,0.001515795,0.00001333069,0.00001548465,0.0001442894,0.00004190037,0.001808772,0.9944239,0.00009448917,0.00180739,0.000009272191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7597393,0.006384593,0.2286341,0.0001918815,0.0002148084,0.0005472003,0.0004609258,0.001132661,0.002694495],"genre_scores_gemma":[0.8711272,0.004301406,0.1178076,0.0001843589,0.00003955334,0.0004012075,0.0008690575,0.0002871699,0.004982306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001300205,"threshold_uncertainty_score":0.005593002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003135430197037417,"score_gpt":0.1783803377685269,"score_spread":0.1752449075714894,"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."}}