{"id":"W2606697873","doi":"","title":"Evaluation of preservative chemistries to control microbial activity during well completion","year":2015,"lang":"en","type":"article","venue":"CORROSION","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Preservative; Completion (oil and gas wells); Chemistry; Pulp and paper industry; Environmental chemistry; Nuclear chemistry; Food science; Engineering; Petroleum 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004346006,0.00009206171,0.0001354086,0.00004392272,0.00002560225,0.00001095514,0.00006603474,0.00004663313,0.00001288395],"category_scores_gemma":[0.00009998219,0.00009881952,0.00002619967,0.0001111416,0.0000106556,0.00008895917,0.00001424339,0.00006861729,0.00001962826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578518,"about_ca_system_score_gemma":0.00002554788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001766814,"about_ca_topic_score_gemma":0.000007009712,"domain_scores_codex":[0.999339,0.00002613373,0.0001183471,0.0001010383,0.0002953721,0.0001200489],"domain_scores_gemma":[0.9995104,0.00002137841,0.00002538416,0.0001298264,0.0002415131,0.00007151879],"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":[0.00002164868,0.000007082573,0.0001193318,0.00002831033,0.000001894764,1.021224e-7,0.000163884,0.458168,0.5409753,0.000001793594,0.0002440839,0.0002685232],"study_design_scores_gemma":[0.0006776487,0.00001869554,0.001593459,0.00005468348,0.00002305575,7.697234e-7,0.00001348622,0.3753154,0.6219077,0.0000125244,0.0003030638,0.00007946003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8997189,0.0000737382,0.09846094,0.00001517189,0.0003126751,0.0001956813,0.0000100124,0.0001196766,0.001093153],"genre_scores_gemma":[0.9996853,0.000004138579,0.0001565794,0.000002588887,0.00007216402,0.00001254512,0.000008124889,0.00001612348,0.00004238313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09996639,"threshold_uncertainty_score":0.4029743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03136795090875445,"score_gpt":0.239625769140874,"score_spread":0.2082578182321195,"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."}}