{"id":"W3177951177","doi":"10.1016/j.scitotenv.2021.148580","title":"Simulating diluted bitumen spills in boreal lake limnocorrals - part 2: Factors affecting the physical characteristics and submergence of diluted bitumen","year":2021,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Environment and Climate Change Canada; University of Manitoba; International Institute for Sustainable Development; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Sink (geography); Asphalt; Boreal; Hydrology (agriculture); Aquatic ecosystem; Oil spill; Environmental chemistry; Oceanography; Geology; Ecology; Environmental engineering; Chemistry; Geotechnical engineering; Biology; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002825083,0.0007187311,0.0005553293,0.0003729871,0.0008081741,0.001024601,0.0008928686,0.001582397,0.001636417],"category_scores_gemma":[0.0008592805,0.0005139886,0.0009931467,0.0004251552,0.0006364644,0.0007612641,0.0006179066,0.0008082203,0.0001132761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002779167,"about_ca_system_score_gemma":0.001950664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1426622,"about_ca_topic_score_gemma":0.1130201,"domain_scores_codex":[0.9998013,0.00002334915,0.00001565517,0.00004627592,0.00003193485,0.00008145157],"domain_scores_gemma":[0.9995306,0.0001886611,0.00007260422,0.00002693239,0.000090405,0.00009086899],"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":[0.0009531856,0.0006146386,0.04112504,0.0000628739,0.0000835453,0.0003431141,0.0001204889,0.9341742,0.01997083,0.0001833993,0.0001894122,0.002179275],"study_design_scores_gemma":[0.0002188405,0.0008118961,0.03361706,0.000005478754,0.00006667294,0.00003240204,0.0003049869,0.9565271,0.008108523,0.00008882034,0.0001746004,0.00004365905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992906,0.00001000968,0.000163829,0.00002076933,0.000004324872,0.00001357601,0.0001489433,0.00001471542,0.0003332061],"genre_scores_gemma":[0.9990937,0.00001175336,0.0004369745,0.000009565067,0.00000108312,0.00001356909,0.0001370157,0.000004931127,0.0002915362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1426622,"threshold_uncertainty_score":0.2836636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01070145214789626,"score_gpt":0.2176722971744896,"score_spread":0.2069708450265934,"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."}}