{"id":"W2049351326","doi":"10.2118/160849-ms","title":"A New, Low Corrosive Fluid to Stimulate Wells with Carbon Steel Tubular and Internals","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Corrosion; Carbonate; Dissolution; Dolomite; Carbon steel; Corrosion inhibitor; Acetic acid; Formic acid; Citric acid; Carbonic acid; Materials science; Metallurgy; Environmental science; Petroleum engineering; Chemistry; Geology; Chromatography; Organic chemistry","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":[0.0001849457,0.000446367,0.0002063965,0.0003586148,0.0001888979,0.0002972262,0.0003697128,0.0003937082,0.0005829423],"category_scores_gemma":[0.000284468,0.00009832408,0.0002340137,0.0001953775,0.0002530789,0.0002800067,0.000260873,0.0002229146,0.0002284649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639256,"about_ca_system_score_gemma":0.0002800091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007561676,"about_ca_topic_score_gemma":0.001437115,"domain_scores_codex":[0.9998156,0.00003225097,0.00001470871,0.0000350639,0.00008464843,0.00001782604],"domain_scores_gemma":[0.9997842,0.00003294461,0.00007302935,0.00001329252,0.00006351597,0.00003304807],"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":[0.00004912106,0.00001626793,0.0002928821,0.0001025161,0.000003488302,0.00007146697,0.00001533402,0.000240947,0.9958155,0.00005401482,0.00005946715,0.003279134],"study_design_scores_gemma":[0.00001020922,0.0004779055,0.0009774487,0.000009767753,0.000009125541,0.0001444019,0.00002670038,0.001254646,0.9935726,0.00001545064,0.003492767,0.000009015474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9790015,0.001425975,0.01696279,0.0001339321,0.00008552742,0.0001182787,0.0001994699,0.0003790484,0.001693526],"genre_scores_gemma":[0.9810503,0.0004124312,0.01654516,0.00004307173,0.00001340671,0.00003172072,0.0001139896,0.00001996747,0.001769869],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0007561676,"threshold_uncertainty_score":0.001950085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003666026863255903,"score_gpt":0.1737103942307805,"score_spread":0.1700443673675246,"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."}}