{"id":"W1524857579","doi":"10.5006/c2004-04424","title":"Testing Methods and Standards for Oil Field Corrosion Inhibitors","year":2004,"lang":"en","type":"article","venue":"","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Corrosion; Oil field; Materials science; Field (mathematics); Metallurgy; Computer science; Petroleum engineering; 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":[0.0003672578,0.0000809638,0.0000929422,0.00002556486,0.00003666323,0.00002003515,0.00003042156,0.00006389728,0.000004727567],"category_scores_gemma":[0.001265499,0.00006891267,0.00002231394,0.00006608556,0.0000105416,0.0000314404,0.00001548459,0.00007305173,4.450235e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006056565,"about_ca_system_score_gemma":0.00001819057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001705609,"about_ca_topic_score_gemma":0.000005304663,"domain_scores_codex":[0.99958,0.000003276473,0.0001131176,0.00009560465,0.00007926239,0.0001287894],"domain_scores_gemma":[0.9992684,0.0005082525,0.000006393868,0.00008493476,0.00007922152,0.0000528497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001078334,0.00004215852,0.001100349,0.001189134,0.00001987857,0.000003332289,0.0002634951,0.4074206,0.1245567,0.003153338,0.003566071,0.4586741],"study_design_scores_gemma":[0.001583878,0.0004502503,0.001378931,0.0004359435,0.00004717533,0.000012629,0.00006441877,0.1382665,0.8049492,0.006976302,0.04512736,0.0007074152],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1063112,0.0005659621,0.8870312,0.0001266193,0.0007752979,0.0000890589,0.00001475422,0.0004143005,0.004671612],"genre_scores_gemma":[0.6320517,0.00006227612,0.3677116,0.00003195583,0.00007865056,0.00001665143,0.000001150628,0.00001925531,0.00002672401],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6803925,"threshold_uncertainty_score":0.2810177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014066580721642,"score_gpt":0.2870731332394356,"score_spread":0.2769324674322192,"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."}}