{"id":"W4292722081","doi":"10.1063/5.0096193","title":"Investigating the effect of phospholipids on droplet formation and surface property evolution in microfluidic devices for droplet interface bilayer (DIB) formation","year":2022,"lang":"en","type":"article","venue":"Biomicrofluidics","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; British Columbia Knowledge Development Fund; Michael Smith Health Research BC; Canada Foundation for Innovation","keywords":"Microfluidics; Lipid bilayer; Bilayer; Surface tension; Polydimethylsiloxane; Nanotechnology; Materials science; Wetting; Digital microfluidics; Chemistry; Membrane; Electrowetting; Optoelectronics; Biochemistry; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001592446,0.000284926,0.0003116618,0.0002685068,0.0002878877,0.00004034444,0.0002711237,0.000110036,0.000008956166],"category_scores_gemma":[0.00008022033,0.0002044968,0.00006135816,0.0009407787,0.0001386606,0.0003658549,0.0001442357,0.0003152555,0.000002919447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006214771,"about_ca_system_score_gemma":0.00003830549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006718969,"about_ca_topic_score_gemma":0.000001774123,"domain_scores_codex":[0.9983148,0.0001424157,0.0007363726,0.0002445956,0.0002407752,0.0003210369],"domain_scores_gemma":[0.9992326,0.0001380379,0.0002128316,0.0002817416,0.0001065832,0.0000281637],"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":[0.00008076303,0.00001945293,0.001087716,0.0004320027,0.00001920377,2.642916e-7,0.0008397893,0.0001478769,0.9789139,0.0006381213,0.01362859,0.004192282],"study_design_scores_gemma":[0.0009874461,0.0005268315,0.0004685663,0.0001135177,0.00002344254,0.0000220793,0.0004823112,0.0116188,0.9640782,0.0001167255,0.02131085,0.0002511765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988981,0.004286382,0.09440832,0.000228277,0.000292776,0.001507177,0.0001354988,0.00015626,0.00008725388],"genre_scores_gemma":[0.9988245,0.0001518718,0.0003471187,0.0001319789,0.0000352945,0.0002345216,0.0001937366,0.00004991403,0.00003109824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0999264,"threshold_uncertainty_score":0.8339139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248772342440567,"score_gpt":0.2372651372573546,"score_spread":0.224777413832949,"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."}}