{"id":"W2081649869","doi":"10.2118/2003-067","title":"An Investigation of Formation Damage Characteristics of Xanthan Gum Solutions Used for Drilling, Drill-In, Spacer Fluids, and Coiled Tubing Applications","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Citation; Library science; Drilling; Drill pipe; Computer science; World Wide Web; Engineering; Mechanical 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":[0.0004563388,0.0003171186,0.0001904384,0.0005198234,0.0001882598,0.0002405532,0.0001637638,0.000369916,0.0006030676],"category_scores_gemma":[0.0007450859,0.0001122085,0.0002158068,0.0003234843,0.0002008917,0.0003608968,0.0001978398,0.0003314227,0.0001042443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247817,"about_ca_system_score_gemma":0.0001277382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002796798,"about_ca_topic_score_gemma":0.000365005,"domain_scores_codex":[0.9996612,0.00008208922,0.00003810643,0.00003778426,0.0001440683,0.00003667016],"domain_scores_gemma":[0.9991092,0.0002693119,0.0003240245,0.00004006,0.0001990759,0.00005824329],"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":[0.0001387713,0.00006860415,0.000964704,0.00009951353,0.000006920373,0.00006847898,0.00009500167,0.0001952234,0.9942391,0.00002351394,0.00001719247,0.004082982],"study_design_scores_gemma":[0.000004564497,0.00183755,0.005158079,0.00001146983,0.00001746067,0.00007181712,0.00006948185,0.0009335247,0.9914054,0.0000139421,0.000469065,0.000007646514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978136,0.0009415164,0.0008717342,0.00001462021,0.00000966069,0.00002216326,0.00004402041,0.00001091065,0.0002718216],"genre_scores_gemma":[0.9962617,0.0005821223,0.002565232,0.00001412773,0.000005483997,0.00001964601,0.00006002633,0.000005481481,0.0004861861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006030676,"threshold_uncertainty_score":0.002413332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147787211756182,"score_gpt":0.2131121294343534,"score_spread":0.1983334082587352,"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."}}