{"id":"W1982206888","doi":"10.1016/j.corsci.2009.06.005","title":"Effect of fluid hydrodynamics on flow-assisted corrosion of aluminum alloy in ethylene glycol–water solution studied by a microelectrode technique","year":2009,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; Corrosion; Alloy; Microelectrode; Flow velocity; Ethylene glycol; Dissolution; Fluid dynamics; Electrochemistry; Aluminium; Cathodic protection; Stress corrosion cracking; Metallurgy; Flow (mathematics); Electrode; Chemical engineering; Mechanics; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00315336,0.0003225206,0.0005645613,0.0004901155,0.0002714085,0.00005039724,0.0006413629,0.0001873366,0.00006283481],"category_scores_gemma":[0.0002111106,0.0002393493,0.0001234976,0.001110891,0.000548342,0.0004355918,0.0001938924,0.0002348578,0.00002922857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003979781,"about_ca_system_score_gemma":0.0001130848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004455594,"about_ca_topic_score_gemma":0.00001795331,"domain_scores_codex":[0.9963518,0.0002859674,0.0008244138,0.0008269873,0.001052401,0.0006583662],"domain_scores_gemma":[0.9985186,0.0001294148,0.0003064641,0.0006325798,0.0002777387,0.0001351818],"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":[0.0006353919,0.0003800741,0.0002481857,0.00002727798,7.471667e-8,0.000003137585,0.0001560206,0.0001732178,0.9957885,0.00001304577,0.0003083007,0.002266755],"study_design_scores_gemma":[0.0009588488,0.003896756,0.0008861418,0.0003329283,0.00001675453,0.00001445138,0.00001542754,0.00583799,0.9877304,0.00003152264,0.00002557122,0.0002531682],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875878,0.00005086347,0.01058488,0.0001264194,0.0004470161,0.0009965287,0.00003889068,0.00007810866,0.00008949137],"genre_scores_gemma":[0.9990956,0.0000427946,0.0005770346,0.00009498455,0.0000126535,0.0000690978,0.00003326221,0.00001611631,0.00005848562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01150777,"threshold_uncertainty_score":0.9760383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008740161834210367,"score_gpt":0.2740001524540948,"score_spread":0.2652599906198844,"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."}}