{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002196011,0.000365787,0.0001915334,0.0003245528,0.0001650612,0.0005642349,0.000227677,0.0004131258,0.0005311574],"category_scores_gemma":[0.0003539103,0.0001203589,0.0002258253,0.0002923947,0.0004055759,0.0009608814,0.0002382065,0.0004664453,0.0001561447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003174301,"about_ca_system_score_gemma":0.0001872205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005230082,"about_ca_topic_score_gemma":0.0005283046,"domain_scores_codex":[0.9998409,0.00002088079,0.00001576048,0.00003650092,0.00006252828,0.00002347567],"domain_scores_gemma":[0.9997904,0.00006996388,0.00006976978,0.00001795372,0.00003545231,0.00001657622],"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":[0.00002615658,0.0000162413,0.0005685357,0.00009891283,0.00000327201,0.00006589373,0.00004290094,0.0003680382,0.9914546,0.0009105107,0.00004526107,0.006399687],"study_design_scores_gemma":[0.000004077494,0.0001266444,0.001278356,0.00001636752,0.00001068031,0.0001611338,0.00003396758,0.004575994,0.9880545,0.0004323889,0.005293947,0.00001192116],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8303963,0.02532376,0.1363361,0.0009134271,0.0002215251,0.0001285534,0.0002592293,0.0003816725,0.006039308],"genre_scores_gemma":[0.9205422,0.01078567,0.06529849,0.0003331644,0.00007901103,0.00004935019,0.0001848798,0.00003594513,0.0026913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005642349,"threshold_uncertainty_score":0.002303064,"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."}}