{"id":"W3180612402","doi":"10.5006/c2021-16711","title":"Corrosion Inhibitors for Jet Pump Applications","year":2021,"lang":"en","type":"article","venue":"","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Corrosion; Materials science; Jet (fluid); Metallurgy; Engineering; Aerospace 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":[0.0003591214,0.0006612114,0.000488102,0.0005273203,0.000424426,0.0007812015,0.000839756,0.0004678662,0.002264023],"category_scores_gemma":[0.0008557237,0.00026711,0.0004347144,0.0004888046,0.0001930322,0.0006248483,0.000253173,0.0007205509,0.0009519573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006325051,"about_ca_system_score_gemma":0.0006338246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003007939,"about_ca_topic_score_gemma":0.005448213,"domain_scores_codex":[0.9992673,0.00004946334,0.00003653415,0.00009323187,0.0004915043,0.00006192401],"domain_scores_gemma":[0.999006,0.0001392719,0.0002174337,0.00007320393,0.0005080294,0.00005611203],"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":[0.0001235707,0.00007553884,0.0006843808,0.0003030659,0.00001132957,0.0001067368,0.00005206241,0.0002801846,0.9832348,0.00008698307,0.0004560144,0.01458534],"study_design_scores_gemma":[0.000009902565,0.0006275214,0.001921753,0.00001525363,0.00002421996,0.0001331594,0.00002251999,0.001103452,0.988357,0.00001230402,0.00776457,0.000008339981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927612,0.008824966,0.04839024,0.0003576336,0.0002306923,0.0006299614,0.001139167,0.001370746,0.01144464],"genre_scores_gemma":[0.9303715,0.004160743,0.04925755,0.00008735387,0.00006485704,0.0001857704,0.0009953253,0.0002440146,0.01463287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003007939,"threshold_uncertainty_score":0.007573903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009237371524963785,"score_gpt":0.2289145757826733,"score_spread":0.2196772042577095,"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."}}