{"id":"W2734683950","doi":"10.1002/aic.15864","title":"Oil jet with dispersant: Macro‐scale hydrodynamics and tip streaming","year":2017,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Dispersant; Underwater; Petroleum engineering; Plume; Oil droplet; Oil spill; Jet (fluid); Environmental science; Jet fuel; Work (physics); Scale (ratio); Marine engineering; Mechanics; Dispersion (optics); Geology; Physics; Aerospace engineering; Engineering; Meteorology; Chemical engineering; Mechanical engineering; Optics; Oceanography","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":[0.0001333,0.0002333553,0.0001923265,0.000110293,0.0001379352,0.000274562,0.0002379842,0.0002254733,0.0003712258],"category_scores_gemma":[0.0003260262,0.0001306373,0.0001726282,0.00009928528,0.0002598996,0.0003967936,0.0002293709,0.0003026186,0.00006931074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330227,"about_ca_system_score_gemma":0.0003055079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002661539,"about_ca_topic_score_gemma":0.001482462,"domain_scores_codex":[0.9999301,0.000004688846,0.000003579524,0.00001344067,0.0000339043,0.00001430471],"domain_scores_gemma":[0.9998693,0.00005085874,0.00003097917,0.00001280044,0.00002116326,0.00001482897],"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":[0.000240664,0.0001050079,0.0045272,0.00008266972,0.000009895,0.0003716036,0.00008393627,0.05007924,0.9356432,0.0008586962,0.0001408041,0.007857099],"study_design_scores_gemma":[0.0000499849,0.0005216844,0.004953107,0.000004744091,0.00001117366,0.00009166079,0.00005132392,0.59434,0.3991599,0.0001911505,0.000605987,0.00001930426],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916661,0.0001264383,0.007401585,0.00003662431,0.0000101976,0.00002246179,0.00004693125,0.00005152552,0.0006380954],"genre_scores_gemma":[0.995685,0.0001395137,0.003559058,0.000008273229,0.000003166806,0.00001214386,0.0000531575,0.00001230575,0.0005273073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002661539,"threshold_uncertainty_score":0.005292058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004382926377625582,"score_gpt":0.1917934682077914,"score_spread":0.1874105418301658,"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."}}