{"id":"W2047067107","doi":"10.1021/la201185c","title":"A New Angle on Pluronic Additives: Advancing Droplets and Understanding in Digital Microfluidics","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Poloxamer; Microfluidics; Biofouling; Contact angle; Digital microfluidics; Materials science; Polymer; Nanotechnology; Ethylene oxide; Chemical engineering; Amphiphile; Polydimethylsiloxane; Chemistry; Copolymer; Membrane; Composite material; Optoelectronics","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":[0.0000381088,0.0001193831,0.0001163352,0.0001291453,0.00003268549,0.00002349158,0.00008034585,0.00007629147,0.00001821941],"category_scores_gemma":[0.00002619253,0.0001191122,0.00001962197,0.0001402191,0.00002707158,0.0001126684,0.00002857291,0.0001718052,0.00001554581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426172,"about_ca_system_score_gemma":0.00001239544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002439474,"about_ca_topic_score_gemma":0.00001643902,"domain_scores_codex":[0.9994112,0.000003507412,0.0001031123,0.0001420889,0.00004742631,0.0002926338],"domain_scores_gemma":[0.9998153,0.00003235245,0.00001323943,0.00009948493,0.000003767932,0.00003584545],"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":[0.0001065991,0.0001383272,0.01268332,0.0003361852,0.0001754789,0.0004334504,0.01971475,0.00001355119,0.4974279,0.04180545,0.0984378,0.3287272],"study_design_scores_gemma":[0.002403236,0.0005971241,0.00661907,0.0006863935,0.00002923083,0.000133246,0.009170509,0.0001441603,0.9116588,0.02811743,0.03916653,0.001274231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728426,0.005118713,0.007014315,0.00006774416,0.00008923161,0.0001094028,0.0000161312,0.0009375068,0.0138043],"genre_scores_gemma":[0.9990042,0.0003523608,0.0004191826,0.0000316942,0.00002509267,0.000003665763,0.000006326994,0.00002773261,0.0001297428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4142309,"threshold_uncertainty_score":0.4857255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677263129221328,"score_gpt":0.1916477656406059,"score_spread":0.1748751343483926,"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."}}