{"id":"W2162315550","doi":"10.1071/ch05136","title":"Marangoni Effects in Liquid Jets of Non-Ionic Surfactants","year":2005,"lang":"en","type":"article","venue":"Australian Journal of Chemistry","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"Engineering and Physical Sciences Research Council; Directorate for Mathematical and Physical Sciences; University of Oxford","keywords":"Chemistry; Surface tension; Adsorption; Diffusion; Marangoni effect; Pulmonary surfactant; Critical micelle concentration; Ellipsometry; Ionic liquid; Analytical Chemistry (journal); Thermodynamics; Micelle; Physical chemistry; Chromatography; Organic chemistry; Materials science; Aqueous solution; Nanotechnology; Catalysis; Thin film","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006329788,0.0005123622,0.0004529812,0.0004733688,0.0003012366,0.001169561,0.000331952,0.0003727363,0.0008453034],"category_scores_gemma":[0.001666978,0.000274126,0.0002341316,0.0003827897,0.0004872917,0.0007608783,0.0004167876,0.0009206031,0.0002019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000629227,"about_ca_system_score_gemma":0.000221508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124789,"about_ca_topic_score_gemma":0.0008815297,"domain_scores_codex":[0.999564,0.00006117803,0.00002314464,0.00006114209,0.0001891652,0.0001013714],"domain_scores_gemma":[0.9984492,0.0009024408,0.0003342965,0.00006036738,0.0001274828,0.0001261247],"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":[0.0002787869,0.00004763267,0.0007568867,0.00009501044,0.000009341224,0.0004148136,0.0002290423,0.0006619458,0.9910722,0.0009951076,0.00005954226,0.005379639],"study_design_scores_gemma":[0.00005571667,0.000703073,0.006129094,0.00001276313,0.00001929827,0.0002782674,0.00007815757,0.01870384,0.9719302,0.0003991615,0.001653638,0.00003674985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938149,0.001875202,0.002744292,0.00008217951,0.00004435181,0.00001587207,0.0000294667,0.00005357697,0.001340183],"genre_scores_gemma":[0.9964051,0.0008274222,0.001222035,0.0000333175,0.00002407398,0.00001258584,0.00004557369,0.00001789569,0.001411969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001169561,"threshold_uncertainty_score":0.004565418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009200498004083743,"score_gpt":0.2468831533260298,"score_spread":0.237682655321946,"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."}}