{"id":"W7113903523","doi":"10.18280/acsm.490503","title":"Enhancing Oil-Water Separation: Impact of Nanoparticle Coatings on Quartz Particles","year":2025,"lang":"","type":"article","venue":"Annales de Chimie Science des Matériaux","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of South Africa; National Research Foundation","keywords":"Nanoparticle; Quartz; Coating; Deposition (geology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002071267,0.0002559103,0.0001706225,0.0001213052,0.0001997171,0.0004113029,0.0002098929,0.0003758481,0.001521708],"category_scores_gemma":[0.0003211183,0.0001690317,0.0002194737,0.00007643084,0.0002574322,0.0003869093,0.0002129091,0.0003284036,0.0003447682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900685,"about_ca_system_score_gemma":0.0001922081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544387,"about_ca_topic_score_gemma":0.002725562,"domain_scores_codex":[0.9998428,0.00001587206,0.000006221514,0.00003865508,0.00006023118,0.00003633221],"domain_scores_gemma":[0.9998558,0.00006800551,0.00002348108,0.000008788284,0.0000326392,0.00001132597],"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":[0.00006275239,0.0000155021,0.00005326554,0.00003424446,0.00000356001,0.00001710975,0.00001006187,0.0001950129,0.9981931,0.00004951168,0.00003222342,0.001333719],"study_design_scores_gemma":[0.000004568865,0.00006395916,0.0002292678,0.000001003274,0.000003971851,0.00001029132,0.000005360595,0.001033761,0.9983392,0.000009331006,0.0002975423,0.000001807272],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893005,0.001000025,0.0064908,0.0001385565,0.00005130597,0.00002627873,0.00005181831,0.00008209664,0.002858652],"genre_scores_gemma":[0.9936406,0.0005352769,0.003359064,0.00004103608,0.00001063554,0.000006699775,0.00003786007,0.00002625423,0.002342489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001544387,"threshold_uncertainty_score":0.005090594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083809152600516,"score_gpt":0.3244626923318609,"score_spread":0.3036246008058557,"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."}}