{"id":"W2083664589","doi":"10.1007/s11665-010-9684-3","title":"Inhibition of Corrosion of 3003 Aluminum Alloy in Ethylene Glycol-Water Solutions","year":2010,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Materials science; Corrosion; Alloy; Ethylene glycol; Anode; Electrochemistry; Molybdate; Metallurgy; Coolant; Aluminium; Chemical engineering; Inorganic chemistry; Electrode; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009790575,0.00009911159,0.0002754125,0.0001807689,0.00003538322,0.00001939879,0.00006877598,0.00009092577,0.0002098358],"category_scores_gemma":[0.00002769876,0.00007529273,0.00003496044,0.00006595729,0.00004657067,0.0003318326,0.0000462872,0.0001315701,0.000003244493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001570045,"about_ca_system_score_gemma":0.00001985157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001444435,"about_ca_topic_score_gemma":0.000003836727,"domain_scores_codex":[0.9988968,0.00002258167,0.0006342003,0.00008114761,0.0001855847,0.0001796833],"domain_scores_gemma":[0.9994733,0.00002155975,0.0002339552,0.00009807908,0.0001261811,0.00004695649],"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":[0.0001021617,0.00005065375,0.0004469667,0.0001432633,3.903536e-7,0.000001909078,0.0002972668,0.001037628,0.9977947,0.00002383792,0.00001708696,0.00008413701],"study_design_scores_gemma":[0.0004660031,0.0002571397,0.007126608,0.0003165946,0.0000116693,0.00006881676,0.00002130827,0.0003583406,0.9912205,0.00001116009,0.00005743189,0.0000844142],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983462,0.00003307118,0.0002858809,0.00002538789,0.001209422,0.00006547387,0.00001972384,0.000007715031,0.000007140036],"genre_scores_gemma":[0.9990959,0.0001182343,0.0006613636,0.00000516279,0.00009410907,0.000003106195,0.000004240701,0.00000958904,0.000008365581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006679642,"threshold_uncertainty_score":0.3070349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100626808290383,"score_gpt":0.214509527080441,"score_spread":0.2035032589975372,"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."}}