{"id":"W2131789179","doi":"10.1002/smll.201000997","title":"A Polymer‐Based Nanopore‐Integrated Microfluidic Device for Generating Stable Bilayer Lipid Membranes","year":2010,"lang":"en","type":"article","venue":"Small","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanopore; Microfluidics; Membrane; Lipid bilayer; Materials science; Nanotechnology; Polymer; Bilayer; Synthetic membrane; Chemical engineering; Chemistry; Composite material; Engineering; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004012302,0.0005789834,0.0004311452,0.0004240298,0.0003472664,0.0002742028,0.0008926815,0.0006080151,0.0006449371],"category_scores_gemma":[0.0003032286,0.0004514373,0.0003781304,0.0001964687,0.000303752,0.0005871488,0.0005520149,0.0008682444,0.0005839797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006292624,"about_ca_system_score_gemma":0.0004740393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002893421,"about_ca_topic_score_gemma":0.0003620383,"domain_scores_codex":[0.9996628,0.00002227659,0.00003735862,0.00008446341,0.0001514245,0.0000417948],"domain_scores_gemma":[0.9998337,0.00004265586,0.00003215727,0.00002473483,0.00003455975,0.00003215463],"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":[0.00001875814,0.00002903218,0.00008501314,0.0001329333,0.000006775147,0.00003856898,0.00001313134,0.000375417,0.9921024,0.0005952055,0.0001702188,0.006432472],"study_design_scores_gemma":[0.00002766378,0.0001464359,0.000583309,0.000008263532,0.00001508446,0.00018165,0.000002970976,0.005282546,0.9854825,0.0001222594,0.008124304,0.00002314673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3643634,0.008791834,0.6140237,0.0006812024,0.0007073022,0.001462809,0.002201255,0.003600591,0.004167951],"genre_scores_gemma":[0.4355023,0.003660823,0.5550897,0.0002522299,0.0001029969,0.001059986,0.001276549,0.0001236261,0.00293187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0008926815,"threshold_uncertainty_score":0.004565656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751223255372805,"score_gpt":0.2130749644722174,"score_spread":0.1955627319184893,"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."}}