{"id":"W2347032611","doi":"10.1002/cjce.22476","title":"Reservoir impairment by asphaltenes: A critical review","year":2016,"lang":"en","type":"review","venue":"The Canadian Journal of Chemical Engineering","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Asphaltene; Precipitation; Petroleum engineering; Deposition (geology); Hydrocarbon; Crude oil; Environmental science; Geology; Chemical engineering; Chemistry; Organic chemistry; Meteorology; Engineering; Geomorphology; Sediment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005601608,0.0003926973,0.001531636,0.0001234839,0.00008079367,0.00008945742,0.001034879,0.0002706175,0.0006021421],"category_scores_gemma":[0.00136257,0.0002223921,0.0008769816,0.0002452924,0.0001075674,0.00007629941,0.0000327603,0.001057936,0.00002346804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006893702,"about_ca_system_score_gemma":0.001526121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001216432,"about_ca_topic_score_gemma":0.000008444727,"domain_scores_codex":[0.9978764,0.00002952918,0.0009823536,0.0001992892,0.0003573589,0.0005550872],"domain_scores_gemma":[0.9977887,0.0003923615,0.0003580454,0.0003858597,0.0001589946,0.0009160212],"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":[0.000004010157,0.00003252638,6.693656e-7,0.1693794,0.001119012,0.0003761119,0.0000282144,0.000009580489,0.001225107,0.00008266179,0.0405682,0.7871745],"study_design_scores_gemma":[0.00006478087,0.000005623239,2.358899e-9,0.1451772,0.000876254,0.0004719881,8.29285e-7,0.00001469616,0.0002070894,0.00001035799,0.8529376,0.0002335558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009066505,0.9982179,0.00002724285,0.001020872,0.0000929596,0.00001342935,0.00007424674,0.00001527574,0.0005289966],"genre_scores_gemma":[0.0001550172,0.9983503,0.00005736356,0.0001028439,0.0006194956,0.00001367097,0.00001346396,0.00006741934,0.0006204328],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8123694,"threshold_uncertainty_score":0.9068886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983672594842156,"score_gpt":0.2747954662866451,"score_spread":0.2549587403382236,"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."}}