{"id":"W2781790715","doi":"10.1016/j.petrol.2017.12.091","title":"Nanoparticle stabilized oil in water emulsions: A critical review","year":2018,"lang":"en","type":"review","venue":"Journal of Petroleum Science and Engineering","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":186,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Pulmonary surfactant; Enhanced oil recovery; Nanoparticle; Emulsion; Chemical engineering; Adsorption; Oil in place; Materials science; Petroleum engineering; Chemistry; Nanotechnology; Petroleum; Organic chemistry; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002002317,0.0002653389,0.001098706,0.0005932459,0.0000376723,0.00007769786,0.0004103112,0.000101261,0.00002266673],"category_scores_gemma":[0.0008569859,0.0001785253,0.0001617482,0.0005400924,0.0001362652,0.0005996097,0.00008031682,0.0005134749,0.00001062684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003135036,"about_ca_system_score_gemma":0.0001116045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.265984e-7,"about_ca_topic_score_gemma":8.621747e-7,"domain_scores_codex":[0.9979686,0.00002581922,0.0008824328,0.0001880929,0.0004581279,0.0004769448],"domain_scores_gemma":[0.9992298,0.0001457753,0.0000710253,0.0002084894,0.0001580131,0.0001868801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005573787,0.00006573922,0.000003230077,0.1294372,0.00006629708,0.0001939991,0.0001728459,0.0007705799,0.01205901,0.0001472338,0.000961483,0.8561168],"study_design_scores_gemma":[0.0001287468,0.0001157104,0.000001689748,0.1141433,0.0001554859,0.0004418781,0.000007725193,0.002294919,0.00129958,0.00002564883,0.8809748,0.0004106102],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008159818,0.99823,0.0002079787,0.00002987607,0.0004516734,0.00004758279,0.000001541794,0.00006245173,0.000152932],"genre_scores_gemma":[0.0006500095,0.9971212,0.002035283,0.00001648667,0.0001103773,0.00001911693,2.998757e-7,0.00003590522,0.00001132664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8800133,"threshold_uncertainty_score":0.7280049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02414456442704984,"score_gpt":0.3030445617597122,"score_spread":0.2788999973326624,"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."}}