{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009436233,0.001186981,0.001704073,0.004464797,0.0003982374,0.001282446,0.001147304,0.001234863,0.004322389],"category_scores_gemma":[0.001697027,0.0004451841,0.0008341841,0.003833518,0.0004800858,0.001822571,0.0007482005,0.001208009,0.001456359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008396063,"about_ca_system_score_gemma":0.002249467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017023,"about_ca_topic_score_gemma":0.002912509,"domain_scores_codex":[0.9997107,0.00004077812,0.00006145027,0.00005403474,0.0001039332,0.00002898528],"domain_scores_gemma":[0.9989808,0.0004536765,0.0001451176,0.00002061918,0.000334731,0.00006497107],"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":[0.0001096408,0.0000979394,0.0003537922,0.07700969,0.0001981253,0.0004279539,0.0001326014,0.0004891636,0.001402048,0.003707918,0.04687676,0.8691943],"study_design_scores_gemma":[0.00001869836,0.0001555803,0.001153252,0.0154371,0.0003508096,0.001561,0.0001403837,0.0001182016,0.0006181009,0.001294573,0.9791117,0.00004055648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008733411,0.9991072,0.00005072802,0.0001728889,0.000220483,0.000005245615,0.00001525246,0.000003087938,0.0003376759],"genre_scores_gemma":[0.0005917469,0.9988538,0.00008544185,0.0001080527,0.0001316602,0.000005446925,0.00001729343,8.266402e-7,0.0002056875],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004464797,"threshold_uncertainty_score":0.01445979,"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."}}