{"id":"W2123365997","doi":"10.7901/2169-3358-2014.1.449","title":"A numerical model to simulate the droplet formation process resulting from the release of diluted bitumen products in marine environment","year":2014,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Asphalt; Dispersion (optics); Oil spill; Oil droplet; Water column; Computer simulation; Environmental science; Numerical modeling; Petroleum engineering; Meteorology; Geology; Mechanics; Environmental engineering; Oceanography; Materials science; Engineering; Chemical engineering; Physics; Geophysics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002521108,0.0004934065,0.0005631392,0.0003254656,0.000555512,0.000785099,0.0009265256,0.001319761,0.001725785],"category_scores_gemma":[0.0008068937,0.0003282261,0.0005319947,0.0003413164,0.0005984897,0.0005556034,0.0005749522,0.0005954039,0.0002346102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009582799,"about_ca_system_score_gemma":0.001155552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01385416,"about_ca_topic_score_gemma":0.004304999,"domain_scores_codex":[0.9998738,0.0000226726,0.0000100512,0.00002318243,0.00004740903,0.00002295688],"domain_scores_gemma":[0.9996992,0.0001258504,0.00004689653,0.00002651213,0.00006960247,0.00003189154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002015151,0.00001807068,0.0004832334,0.00001306012,0.000005500969,0.00007078546,0.00001588625,0.9936952,0.003646191,0.001214685,0.00006312239,0.0007542282],"study_design_scores_gemma":[0.000007390778,0.00001282363,0.00008316688,0.000001386307,0.000002004107,0.000007495262,0.000003467505,0.9990255,0.0005591855,0.0001469398,0.0001481081,0.000002629745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5397284,0.0004500516,0.4354942,0.0004888163,0.0002243886,0.0003704757,0.0009320067,0.0007549669,0.02155666],"genre_scores_gemma":[0.9610975,0.0002325748,0.0300663,0.00006555676,0.00002058614,0.000291308,0.000326058,0.00005296418,0.007847091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01385416,"threshold_uncertainty_score":0.027547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611000081325333,"score_gpt":0.2310088810178691,"score_spread":0.2148988802046158,"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."}}