{"id":"W3208753426","doi":"10.1021/acs.langmuir.1c02047","title":"Effect of Oil Properties on the Generation of Nano-Aerosols During Bubble Bursting Through Crude Oil–Dispersant Slicks","year":2021,"lang":"en","type":"article","venue":"Langmuir","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada","keywords":"Dispersant; Surface tension; Seawater; Oil droplet; Viscosity; Aerosolization; Aerosol; Artificial seawater; Chemical engineering; Materials science; Chemistry; Mineralogy; Dispersion (optics); Composite material; Emulsion; Organic chemistry; Geology; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001714778,0.0002966509,0.0002324596,0.0001141936,0.0001330143,0.0002830175,0.000148197,0.0001647976,0.0005937415],"category_scores_gemma":[0.0004199532,0.0001260431,0.0001883012,0.0000827519,0.000182331,0.0003094123,0.000202722,0.0003039812,0.0001183802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201422,"about_ca_system_score_gemma":0.0001611569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001842122,"about_ca_topic_score_gemma":0.002320792,"domain_scores_codex":[0.9998304,0.00001808604,0.00001443929,0.00003666591,0.00006332468,0.00003710724],"domain_scores_gemma":[0.9997212,0.00009857379,0.00007890123,0.00001351303,0.00005146093,0.00003626213],"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":[0.00006526575,0.000007198398,0.0003782845,0.00002063941,0.000003638621,0.00002272735,0.00002286215,0.00006205794,0.9986381,0.000005814777,0.000004416032,0.0007689206],"study_design_scores_gemma":[0.000002109763,0.0001650604,0.002050224,0.000001407968,0.000005628401,0.00001887823,0.00002723175,0.0006791907,0.9969288,0.000003629709,0.0001154908,0.000002497045],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988146,0.0002397954,0.0007021455,0.00001398863,0.000004090291,0.000008032939,0.00004303609,0.00001516704,0.0001593313],"genre_scores_gemma":[0.9983413,0.0002098155,0.001142679,0.00001401829,0.000001982175,0.000006417776,0.00006229866,0.00001099195,0.0002104225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001842122,"threshold_uncertainty_score":0.003662825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179697419192725,"score_gpt":0.2235555639500233,"score_spread":0.2017585897580961,"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."}}