{"id":"W2011384194","doi":"10.1016/j.aca.2010.09.035","title":"Counting bacteria on a microfluidic chip","year":2010,"lang":"en","type":"article","venue":"Analytica Chimica Acta","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Microfluidic chip; Microfluidics; Bacteria; Chip; Chromatography; Nanotechnology","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":[0.0005731056,0.0008035853,0.0008442373,0.0009247282,0.0005393149,0.0006878059,0.001375666,0.001110696,0.001588029],"category_scores_gemma":[0.000797667,0.0006388446,0.0003066308,0.0006323589,0.0003970034,0.0007939609,0.000671456,0.0008142421,0.0006729631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007233918,"about_ca_system_score_gemma":0.0007547806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001079705,"about_ca_topic_score_gemma":0.001751523,"domain_scores_codex":[0.9991854,0.00006869807,0.00004998745,0.0002659477,0.0002903573,0.0001395043],"domain_scores_gemma":[0.9991745,0.000430911,0.00006215533,0.0001125542,0.0001497666,0.00007009436],"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":[0.00005901424,0.00003304538,0.0003884992,0.00002912379,0.000005735497,0.00002493526,0.00002491004,0.0001938009,0.9962679,0.0001569286,0.00007980028,0.00273642],"study_design_scores_gemma":[0.00001174577,0.0001420858,0.001085025,0.00000395379,0.00001128516,0.00003411592,0.00002059148,0.006408819,0.9912505,0.00008441322,0.0009377794,0.000009648345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174314,0.0008992313,0.07619589,0.0003959134,0.0002061802,0.0002368053,0.0005922248,0.0006690874,0.0033734],"genre_scores_gemma":[0.8257776,0.001361448,0.1636302,0.0004455175,0.0001352369,0.000478302,0.0008760428,0.000132605,0.007162946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001588029,"threshold_uncertainty_score":0.005312443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008598709050963563,"score_gpt":0.2071220871233473,"score_spread":0.1985233780723837,"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."}}