{"id":"W4392551488","doi":"10.26434/chemrxiv-2024-z8blq","title":"The role of fine particles in the stability of emulsion in the naphthenic froth treatment (NFT) process","year":2024,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Northern Alberta Institute of Technology","funders":"","keywords":"Emulsion; Naphthenic acid; Process (computing); Stability (learning theory); Materials science; Environmental science; Engineering; Chemical engineering; Metallurgy; Computer science","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":[0.000157233,0.0002530073,0.0002558512,0.0002377359,0.0001828547,0.0003003135,0.0001059267,0.0002735821,0.0007428338],"category_scores_gemma":[0.0002468638,0.0001041521,0.000286815,0.0001017138,0.0001886803,0.0002789441,0.0002415034,0.0003587334,0.0001491673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003224153,"about_ca_system_score_gemma":0.0001772856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147071,"about_ca_topic_score_gemma":0.002233512,"domain_scores_codex":[0.9998372,0.00001259901,0.00001143006,0.00004361387,0.00006146554,0.00003366993],"domain_scores_gemma":[0.9998497,0.00002975468,0.00005545991,0.000007798574,0.00003861909,0.00001870941],"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":[0.00004406553,0.000006264824,0.0004240831,0.00004373971,0.000005415769,0.00004627846,0.00001809785,0.00009141795,0.9977711,0.00002704001,0.000007793161,0.001514678],"study_design_scores_gemma":[0.000003151899,0.0002085881,0.00745962,0.000006530232,0.00001748856,0.00009351509,0.00004470041,0.0006619239,0.9904991,0.00004428374,0.0009547495,0.000006369155],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938065,0.001935874,0.002972225,0.0000396022,0.00001909102,0.00003162763,0.0001018548,0.00003114887,0.001062146],"genre_scores_gemma":[0.9962707,0.0006273983,0.001511163,0.00001979544,0.000005160188,0.00001407433,0.00006308954,0.00001422596,0.001474449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00147071,"threshold_uncertainty_score":0.002924263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851892924348773,"score_gpt":0.275482118730757,"score_spread":0.2569631894872693,"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."}}