{"id":"W4402206191","doi":"10.1016/j.geoen.2024.213269","title":"Synergy between solvents and acoustic energy destabilizes SAGD emulsions","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Materials science; Chemical engineering; Energy (signal processing); Petroleum engineering; Engineering; Physics","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":[0.0001220651,0.0002416672,0.0001937755,0.0001793589,0.0001736529,0.0003306337,0.0001305255,0.0002170612,0.002597362],"category_scores_gemma":[0.0002834704,0.0001488842,0.0001830124,0.0000922731,0.000247014,0.0003676237,0.0004178273,0.0003515644,0.0006408301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611725,"about_ca_system_score_gemma":0.0002019212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002938504,"about_ca_topic_score_gemma":0.000554661,"domain_scores_codex":[0.9998741,0.00001353089,0.000007467653,0.00002679781,0.00003204774,0.00004593464],"domain_scores_gemma":[0.9998977,0.00003639007,0.00002508807,0.000007676221,0.00001267352,0.00002056945],"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":[0.0002355455,0.00002265336,0.000156545,0.00005182549,0.000009706161,0.0001105945,0.00003372832,0.0004641785,0.9964128,0.0003734805,0.0001266837,0.002002273],"study_design_scores_gemma":[0.0000131134,0.0001293594,0.0002870967,0.000004610142,0.000008405103,0.00003809266,0.00003630421,0.0013828,0.9968547,0.00009191006,0.001148445,0.00000511409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916169,0.0005337225,0.003626154,0.0001058276,0.00007330294,0.00001593334,0.00007553289,0.0001311172,0.00382155],"genre_scores_gemma":[0.9979051,0.0002137282,0.0005507889,0.00004644922,0.000009961016,0.000006397366,0.00003255438,0.00002735266,0.001207513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002597362,"threshold_uncertainty_score":0.008689046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004106322252156238,"score_gpt":0.1856158740926471,"score_spread":0.1815095518404909,"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."}}