{"id":"W4249611614","doi":"10.2523/86519-ms","title":"Improved Production with Mineralogy-Based Acid Designs","year":2004,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Hydrofluoric acid; Logging; Carbonate; Oil production; Petroleum engineering; Environmental science; Geology; Mineralogy; Materials science; Metallurgy","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":[0.0004057768,0.0003362964,0.0002574079,0.0002934363,0.0002070766,0.0004784017,0.0004857324,0.0003443169,0.001644373],"category_scores_gemma":[0.0005970084,0.0001840136,0.0002083365,0.0002071421,0.0002042217,0.0004984741,0.0003391202,0.0002561759,0.0003746786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004790591,"about_ca_system_score_gemma":0.0004127141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279451,"about_ca_topic_score_gemma":0.002692608,"domain_scores_codex":[0.9997886,0.0000292805,0.00001286495,0.00004037669,0.0001002751,0.00002867798],"domain_scores_gemma":[0.9997831,0.00004757956,0.00005068248,0.00004729806,0.00005644029,0.00001488009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003905882,0.000189955,0.006616212,0.000255973,0.0000255688,0.0003260952,0.0001331533,0.3732747,0.5078805,0.003936343,0.0003804409,0.1065905],"study_design_scores_gemma":[0.0001152284,0.001998666,0.005451874,0.00001699549,0.00006068844,0.0003239592,0.0001097321,0.3757782,0.5961831,0.003190833,0.01672523,0.0000455428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6944335,0.0002732656,0.2909453,0.0001365896,0.0000338858,0.0001939252,0.0001735613,0.0008899227,0.01292003],"genre_scores_gemma":[0.9387185,0.00008914601,0.05867941,0.00001241769,0.000003788512,0.00003786122,0.00006762605,0.0000345185,0.002356823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001644373,"threshold_uncertainty_score":0.005500972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211972060778605,"score_gpt":0.2440373835302387,"score_spread":0.2228401774523782,"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."}}