{"id":"W4309039502","doi":"10.20944/preprints202211.0235.v1","title":"Asphaltene Modeling, Emulsion, and Aggregation: A Review","year":2022,"lang":"en","type":"review","venue":"Preprints.org","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Asphaltene; Emulsion; Rheology; Viscosity; Chemical engineering; Component (thermodynamics); Economies of agglomeration; Petroleum engineering; Materials science; Process engineering; Chemistry; Thermodynamics; Geology; Composite material; Engineering","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":[0.0007213535,0.00126743,0.001547636,0.002994393,0.000371283,0.001184321,0.001194041,0.00122917,0.003640825],"category_scores_gemma":[0.001423267,0.0005129742,0.0006995328,0.003986696,0.0004385148,0.001828338,0.0007944987,0.00115144,0.002884239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006389268,"about_ca_system_score_gemma":0.00165101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002216255,"about_ca_topic_score_gemma":0.002018625,"domain_scores_codex":[0.9997788,0.00003378067,0.00003330367,0.00005436215,0.00007786982,0.00002199899],"domain_scores_gemma":[0.9992909,0.0003527006,0.00007879141,0.00003262055,0.0001999663,0.00004492132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005973937,0.0001263423,0.0003910532,0.03269138,0.0001708267,0.0001820226,0.0001023223,0.003191209,0.002144422,0.01031716,0.05404548,0.896578],"study_design_scores_gemma":[0.00001080618,0.00008591583,0.0006244156,0.00569174,0.000195652,0.0006291372,0.00005425599,0.0007365807,0.001061335,0.003978987,0.9868956,0.00003549768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001675799,0.9978074,0.0006147271,0.0001597042,0.0001795455,0.000004364698,0.00003084061,0.00001808684,0.001017618],"genre_scores_gemma":[0.001073626,0.9975326,0.0005008969,0.00008136981,0.0001807597,0.00000723777,0.00005824217,0.000008128987,0.0005570503],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003640825,"threshold_uncertainty_score":0.01217979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1843481958357884,"score_gpt":0.3889271974291661,"score_spread":0.2045790015933777,"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."}}