{"id":"W4205587650","doi":"10.14800/iogr.1183","title":"Dynamics of Drops as Confined Systems Containing Nanoparticles-Reformation of Nanoparticles and Evaporation of Water","year":2021,"lang":"en","type":"article","venue":"Improved Oil and Gas Recovery","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Nanoparticle; Materials science; Evaporation; Sintering; Brine; Chemical engineering; Drop (telecommunication); Contact angle; Turbidity; Composite material; Nanotechnology; Mineralogy; Chemistry; Organic chemistry; Meteorology; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001744576,0.0001140084,0.0002872987,0.00006495682,0.00002592455,0.00002427635,0.00003682585,0.00008114545,0.000002706011],"category_scores_gemma":[0.0000267079,0.00009744312,0.00003678752,0.00009559804,0.00005162627,0.0001908355,0.00002771355,0.00006219121,3.943415e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003423364,"about_ca_system_score_gemma":0.00002760433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001647523,"about_ca_topic_score_gemma":0.0001715722,"domain_scores_codex":[0.9991224,0.00002659566,0.0004700717,0.0001147921,0.00009992758,0.0001662376],"domain_scores_gemma":[0.9995396,0.0000417487,0.00009856081,0.0001290247,0.0001479093,0.00004317583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006344383,0.00002222492,0.0003085541,0.0005433684,0.0000611621,0.000001493799,0.0003144388,0.005097408,0.973547,0.002634814,7.362808e-7,0.01740534],"study_design_scores_gemma":[0.0004182311,0.0001917138,0.0001803623,0.00006532383,0.00003054475,0.00001470984,0.0002218625,0.6497229,0.3481714,0.0008905998,0.000005250081,0.00008719795],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980679,0.0009344617,0.0003942709,0.00006081454,0.0001292065,0.00004749818,0.00003482939,0.00002264148,0.0003083829],"genre_scores_gemma":[0.9986182,0.001062914,0.0001507172,0.000006231839,0.00001047461,0.000006063432,0.00005944106,0.00001600544,0.00006995104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6446254,"threshold_uncertainty_score":0.3973615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003889544517520814,"score_gpt":0.1818217198493454,"score_spread":0.1779321753318246,"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."}}