{"id":"W3022346167","doi":"10.2144/btn-2020-0025","title":"Nanoadhesive Layer to Prevent Protein Absorption in a Poly(dimethylsiloxane) Microfluidic Device","year":2020,"lang":"en","type":"article","venue":"BioTechniques","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Microfluidics; Materials science; Yeast; Polymer; Nanotechnology; Absorption (acoustics); Layer (electronics); Chemistry; Biochemistry; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001032124,0.0001834281,0.000186081,0.0001150138,0.00003274454,0.00002334509,0.0002096527,0.0001660365,0.00006289047],"category_scores_gemma":[0.00001648359,0.0001934527,0.00005363011,0.0004981968,0.00001512674,0.00005821061,0.00004346457,0.0001926079,0.0001608762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190451,"about_ca_system_score_gemma":0.00002810021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001127953,"about_ca_topic_score_gemma":0.000007446033,"domain_scores_codex":[0.9990407,0.0000372119,0.0002684862,0.0002708908,0.0001129048,0.0002698061],"domain_scores_gemma":[0.9995946,0.000009760066,0.00002420004,0.0002132602,0.00002742392,0.0001307474],"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":[0.00001093093,0.0000263677,0.00001245187,0.00004647367,0.000008985578,0.000003094585,0.0002153628,6.998752e-7,0.9525874,0.0003093088,0.04338807,0.003390841],"study_design_scores_gemma":[0.00005464935,0.00007230904,0.0001632056,0.00004427119,0.000005386505,0.000001956116,0.00001583307,0.00002208975,0.8392596,0.0001015432,0.1600711,0.0001880444],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8782937,0.07773297,0.03686719,0.003112755,0.00002454069,0.002080211,0.0000217782,0.001269003,0.0005978621],"genre_scores_gemma":[0.9707434,0.02461298,0.002831633,0.0009577239,0.0000937528,0.0006240816,0.00001640895,0.00006134732,0.00005873694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116683,"threshold_uncertainty_score":0.7888772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546641150270284,"score_gpt":0.2355898784241232,"score_spread":0.2201234669214203,"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."}}