{"id":"W2802853746","doi":"10.1021/acs.langmuir.8b00655","title":"Polymer-Coated Nanoparticles for Reversible Emulsification and Recovery of Heavy Oil","year":2018,"lang":"en","type":"article","venue":"Langmuir","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering Research Centers; Rice University; Division of Engineering Education and Centers; Welch Foundation","keywords":"Methacrylate; Emulsion; Chemical engineering; Enhanced oil recovery; Adsorption; Aqueous solution; Solubility; Polymer; Aqueous two-phase system; Chemistry; Chain transfer; Nanoparticle; Polymer chemistry; Materials science; Organic chemistry; Radical polymerization; Copolymer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006522242,0.00006441036,0.00009961562,0.00004960342,0.00002854597,0.000008241251,0.00005337804,0.00005255106,0.00001472832],"category_scores_gemma":[0.00002040766,0.00006589144,0.0000228162,0.000100619,0.00003869391,0.0001020869,0.00001073608,0.00002674394,0.000007075958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001816677,"about_ca_system_score_gemma":0.000004089291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001807741,"about_ca_topic_score_gemma":0.00002013197,"domain_scores_codex":[0.999623,0.000006989142,0.0001190814,0.00009084238,0.0000447002,0.0001153765],"domain_scores_gemma":[0.9997608,0.00003884332,0.00002606432,0.0001138812,0.00003889344,0.00002151341],"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":[0.00002428108,0.000009210518,0.0001396702,0.0001176829,0.0000144818,1.175426e-7,0.0001410444,0.000003954802,0.9677297,0.0003375323,0.003875189,0.02760711],"study_design_scores_gemma":[0.0001243511,0.00007966527,0.0007453648,0.00003489335,0.000008198142,0.00000110305,0.00002119239,0.0006601795,0.9942092,0.0003447808,0.003693583,0.00007744875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939007,0.0005155656,0.001827708,0.00006228562,0.00009619888,0.00005763539,0.00002648289,0.0002831872,0.003230205],"genre_scores_gemma":[0.9951761,0.0001180568,0.003962869,0.00002899501,0.0000567647,0.00002400601,0.000009865034,0.00001963745,0.000603718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02752966,"threshold_uncertainty_score":0.2686975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240615224299376,"score_gpt":0.2352442867591677,"score_spread":0.222838134516174,"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."}}