{"id":"W2885131426","doi":"10.1088/1361-6528/aadb1d","title":"How surfactant-decorated nanoparticles contribute to thermodynamic miscibility","year":2018,"lang":"en","type":"article","venue":"Nanotechnology","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Miscibility; Pulmonary surfactant; Materials science; Nanoparticle; Nanofluid; Chemical engineering; Wetting; Thermodynamics; Surface tension; Nanotechnology; Composite material; Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002836593,0.0004741168,0.0002551866,0.0002716341,0.00016076,0.0003889337,0.0003377847,0.0003501065,0.0006032906],"category_scores_gemma":[0.0008362959,0.0002411443,0.0002083713,0.0001139549,0.0003260153,0.0006919707,0.0003194526,0.0002494294,0.0001629968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236248,"about_ca_system_score_gemma":0.0001800605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003339884,"about_ca_topic_score_gemma":0.0005800886,"domain_scores_codex":[0.999741,0.00004814196,0.00002007261,0.00005972054,0.00009790996,0.00003308133],"domain_scores_gemma":[0.9996594,0.0001687528,0.00007628498,0.00002281065,0.00005991526,0.00001281129],"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":[0.00004951351,0.00001185201,0.0003756524,0.00006398762,0.000007908769,0.00006674862,0.00001927274,0.00150467,0.9958671,0.000311224,0.00001363343,0.001708484],"study_design_scores_gemma":[0.000002104035,0.00003387618,0.000322477,0.00000292344,0.000008797641,0.00003821809,0.00001153101,0.01250175,0.9866561,0.00008650718,0.0003308871,0.000004850394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758008,0.001118712,0.02127679,0.000101478,0.00003222941,0.00002089111,0.00005754989,0.00009062628,0.001500982],"genre_scores_gemma":[0.9961252,0.0003369532,0.003130923,0.000009770347,0.00000344734,0.000009047441,0.00003203693,0.00001442871,0.000338199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006032906,"threshold_uncertainty_score":0.002018213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008146110519936522,"score_gpt":0.2249960695725671,"score_spread":0.2168499590526306,"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."}}