{"id":"W2904638905","doi":"10.1109/lsc.2018.8572083","title":"A Nanosurface Microfluidic Device for Capture and Detection of Bacteria","year":2018,"lang":"en","type":"article","venue":"","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microfluidics; Polydimethylsiloxane; Materials science; Nanotechnology; Fabrication; Soft lithography; Polystyrene; Lithography; Pillar; Optoelectronics; Polymer","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":[0.00025296,0.0005853477,0.0003492734,0.0003410797,0.0004099472,0.0004071836,0.0006214485,0.0006763206,0.00194937],"category_scores_gemma":[0.0002102165,0.0002253639,0.0003552481,0.0001581294,0.000289657,0.0005253627,0.000609702,0.0005080173,0.001010032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000384232,"about_ca_system_score_gemma":0.000414696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002814705,"about_ca_topic_score_gemma":0.0005325916,"domain_scores_codex":[0.9996129,0.00002607869,0.00002033061,0.00009571357,0.0002043368,0.00004067753],"domain_scores_gemma":[0.9998568,0.00003639764,0.00002909624,0.0000268649,0.00003190286,0.00001881294],"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":[0.00002679301,0.00004099598,0.0003195717,0.0001608712,0.00000873331,0.00008543635,0.00002909413,0.0001827238,0.9703143,0.001221112,0.0008916471,0.02671853],"study_design_scores_gemma":[0.00001755999,0.00023252,0.001232311,0.00001328455,0.00001587567,0.0006228811,0.00001426455,0.003905989,0.9605771,0.0002901942,0.03305084,0.00002722914],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3344228,0.01589529,0.6173291,0.002445747,0.00161398,0.0008458225,0.00249985,0.00460774,0.02033978],"genre_scores_gemma":[0.462027,0.004647559,0.512496,0.0008668508,0.0003722866,0.0005500715,0.001592128,0.0001562524,0.01729187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00194937,"threshold_uncertainty_score":0.006521285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007711709477101814,"score_gpt":0.2041034589492326,"score_spread":0.1963917494721308,"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."}}