{"id":"W2742148709","doi":"10.1038/nphys4214","title":"Solutal Marangoni flows of miscible liquids drive transport without surface contamination","year":2017,"lang":"en","type":"article","venue":"Nature Physics","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":130,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Technische Universiteit Delft; Princeton University","keywords":"Marangoni effect; Marangoni number; Drop (telecommunication); Mixing (physics); Mechanics; Convection; Flow (mathematics); Materials science; Fluid dynamics; Chemical physics; Physics; Thermodynamics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008109214,0.0001404637,0.0002059227,0.0000155932,0.00009564975,0.0000244406,0.0002527386,0.0002139178,0.000007287369],"category_scores_gemma":[0.00000799967,0.0001394928,0.0000876611,0.00004619128,0.00004464959,0.0001948415,0.00001822342,0.0003776321,0.000007190965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002802945,"about_ca_system_score_gemma":0.00001544836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000413284,"about_ca_topic_score_gemma":0.00007650826,"domain_scores_codex":[0.999368,0.000005462815,0.0001347645,0.0001370058,0.0001885691,0.0001662166],"domain_scores_gemma":[0.9994229,0.00001216658,0.00005365845,0.0003874518,0.00008344254,0.00004038665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001420132,0.0002997163,0.03453513,0.0008510355,0.000591742,0.00003578306,0.002902264,0.2353579,0.6409429,0.06968388,0.001620428,0.01303723],"study_design_scores_gemma":[0.0009067216,0.00006050305,0.03509359,0.00009546359,0.00006485145,0.00000235187,0.00002028408,0.8924116,0.06790316,0.001827923,0.001241953,0.000371555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799933,0.0002454884,0.008162375,0.0000422368,0.0007933,0.0001413306,0.00007121978,0.00008773604,0.010463],"genre_scores_gemma":[0.9977223,0.00004092448,0.001674115,0.00001203974,0.000126271,0.000002701157,0.00004312954,0.00003487435,0.0003436709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6570538,"threshold_uncertainty_score":0.5688351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005196625623401259,"score_gpt":0.2229405876244794,"score_spread":0.2177439620010781,"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."}}