{"id":"W3152596563","doi":"","title":"Formulation of Oil Spill Dispersants using Biobased Surfactants and the Study of Flow-induced Breakup of Floating Oil Drops","year":2019,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Breakup; Dispersant; Oil spill; Petroleum engineering; Environmental science; Pulp and paper industry; Materials science; Engineering; Dispersion (optics); Mechanics; Physics","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":[0.0001109657,0.0001854323,0.0001474749,0.0001461835,0.0001265316,0.0002836688,0.0001194341,0.0001737263,0.0005438168],"category_scores_gemma":[0.00009971434,0.00008181807,0.0002031455,0.0001177278,0.0001301236,0.0002564393,0.0001435129,0.0003808923,0.0001508699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000249076,"about_ca_system_score_gemma":0.0001693024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005653129,"about_ca_topic_score_gemma":0.0007365553,"domain_scores_codex":[0.9999391,0.00000561172,0.000003641409,0.0000121978,0.00002718301,0.00001223947],"domain_scores_gemma":[0.9999644,0.000009413438,0.00001061212,0.000001674342,0.000009188652,0.000004804778],"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":[0.00001072919,0.00001093736,0.00005582803,0.00004396819,0.000001961363,0.00002715923,0.00002626703,0.0001225787,0.9976771,0.0001215189,0.00001060261,0.001891422],"study_design_scores_gemma":[0.000002486403,0.0001108788,0.000400802,0.000005263695,0.000003735809,0.00002435117,0.00002105644,0.0006988082,0.9973819,0.00002267806,0.001326596,0.000001408016],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870104,0.002620054,0.008019749,0.0001164054,0.00003119209,0.00007610487,0.00007579161,0.00001686004,0.002033524],"genre_scores_gemma":[0.977763,0.005032669,0.01023951,0.00005746398,0.00001350593,0.00005793981,0.0001551831,0.00001569224,0.006665074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005653129,"threshold_uncertainty_score":0.001819193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931699361304763,"score_gpt":0.2964716498193794,"score_spread":0.2771546562063318,"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."}}