{"id":"W2150204474","doi":"10.1109/memsys.2008.4443723","title":"Nanoporous device for accurate dose control in high throughput screening","year":2008,"lang":"en","type":"article","venue":"Proceedings, IEEE micro electro mechanical systems","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanoporous; Microfluidics; Materials science; Membrane; Throughput; Electrophoresis; Layer (electronics); Fluidics; Nanotechnology; Chromatography; Chemistry; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005277616,0.0003059854,0.0003920039,0.000337695,0.0002200039,0.0002515883,0.0005769053,0.0006164268,0.0009339637],"category_scores_gemma":[0.0008613721,0.0002702634,0.0001892182,0.0001808406,0.0002736538,0.0003837914,0.000295989,0.0003745477,0.0005074111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006254466,"about_ca_system_score_gemma":0.000272554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005299347,"about_ca_topic_score_gemma":0.0009327635,"domain_scores_codex":[0.999355,0.00007208655,0.00004186378,0.0001544007,0.0003334415,0.00004320714],"domain_scores_gemma":[0.999426,0.0003024236,0.00009291309,0.00006118661,0.00008966847,0.00002773781],"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":[0.00007172093,0.00001859158,0.0001148895,0.0001009981,0.000008634904,0.00003700326,0.00001487098,0.0002942799,0.9818913,0.0003681718,0.0004496926,0.01662975],"study_design_scores_gemma":[0.00001446954,0.0001541055,0.0005789944,0.0000067948,0.00001805162,0.0001901154,0.000005699575,0.00480114,0.9825738,0.0001493411,0.01149096,0.00001657186],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.203404,0.01140653,0.763922,0.0009666925,0.0009669134,0.0007869888,0.002592113,0.007105832,0.008848821],"genre_scores_gemma":[0.4959563,0.002168593,0.4933777,0.0008194879,0.0001684827,0.0006217316,0.000701234,0.0001318153,0.006054711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009339637,"threshold_uncertainty_score":0.00453794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760580099619186,"score_gpt":0.2225449177208894,"score_spread":0.2049391167246975,"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."}}