{"id":"W3016240152","doi":"10.1039/d0sm00093k","title":"Marangoni puffs: dramatically enhanced dissolution of droplets with an entrapped bubble","year":2020,"lang":"en","type":"article","venue":"Soft Matter","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hospital Edmonton; University of Alberta","funders":"H2020 European Research Council; Canada Research Chairs; Canada First Research Excellence Fund; Natural Sciences and Engineering Research Council of Canada; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministerie van Onderwijs, Cultuur en Wetenschap","keywords":"Marangoni effect; Dissolution; Bubble; Drop (telecommunication); Chemical physics; Mechanics; Buoyancy; Chemistry; Materials science; Surface tension; Thermodynamics; Physics; Physical chemistry; Computer science","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":[0.00006515764,0.0001225868,0.0001555371,0.00004243946,0.0000212189,0.00001531537,0.0001106431,0.00005854414,0.0003411799],"category_scores_gemma":[0.000006896225,0.0001077788,0.00002033942,0.0003050914,0.00006023106,0.0001582256,0.00001671938,0.000111278,0.00008424639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002717832,"about_ca_system_score_gemma":0.00001240306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002656739,"about_ca_topic_score_gemma":1.802792e-7,"domain_scores_codex":[0.9993146,0.000009393149,0.000243559,0.0001350959,0.0001266813,0.0001706458],"domain_scores_gemma":[0.9996716,0.000008703394,0.00004237337,0.0001561104,0.00008451896,0.00003663623],"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":[0.00003781491,0.00002327947,0.0003430411,0.000172864,0.00002759856,0.000001648061,0.0006930867,0.00002084668,0.9893863,0.001190005,0.005271332,0.0028322],"study_design_scores_gemma":[0.0003161239,0.0001531382,0.001732478,0.00005097028,0.00001489694,0.000003674106,0.00008036094,0.002356571,0.9930559,0.0003783085,0.001659364,0.0001982475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2920504,0.00001655566,0.7043253,0.0003962732,0.00002855073,0.0001506101,0.000009515861,0.0002264439,0.002796362],"genre_scores_gemma":[0.9955249,0.000001486393,0.003507938,0.0007542037,0.00004430701,0.00002030422,0.00006425554,0.00003090065,0.0000516805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7034745,"threshold_uncertainty_score":0.4395093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008115361308970257,"score_gpt":0.2102277939568037,"score_spread":0.2021124326478335,"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."}}