{"id":"W2329650494","doi":"10.1002/cjce.22439","title":"Corrosion inhibition of copper in sodium chloride solution using polyetherimide/graphene composites","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Polyetherimide; Materials science; Tafel equation; Graphene; Composite material; Corrosion; Copper; Dielectric spectroscopy; Nanocomposite; Composite number; Electrochemistry; Polarization (electrochemistry); Polymer; Metallurgy; Electrode; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001513215,0.0005304479,0.0001855572,0.0002326121,0.000118506,0.0001924894,0.0003442944,0.0002403842,0.000687981],"category_scores_gemma":[0.0002301014,0.0001825185,0.0002190438,0.0001814081,0.000142583,0.000231918,0.0001623842,0.0003232774,0.0002324352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311256,"about_ca_system_score_gemma":0.0001479999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00186178,"about_ca_topic_score_gemma":0.002722849,"domain_scores_codex":[0.99984,0.00002163101,0.000008028305,0.00002857969,0.00007438048,0.00002738417],"domain_scores_gemma":[0.9998806,0.00002028414,0.00002728684,0.00001220796,0.0000438051,0.00001575485],"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":[0.00002530231,0.000007778657,0.00007746192,0.00004716228,0.000005327691,0.00003428832,0.00001073048,0.00008097603,0.9982039,0.00001714471,0.00002678843,0.001463062],"study_design_scores_gemma":[0.000002129793,0.00007512197,0.0006421866,0.00000289387,0.000007788594,0.0000337946,0.000006674306,0.0007208144,0.9981065,0.000005138759,0.000394976,0.000002068519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911946,0.002504943,0.004142568,0.00006189482,0.00003389448,0.0000180105,0.00004856253,0.00008372492,0.001911796],"genre_scores_gemma":[0.9929931,0.0009821194,0.00417237,0.0000242832,0.000007247497,0.000007026934,0.00007042488,0.00001280189,0.001730767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00186178,"threshold_uncertainty_score":0.003701806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667906101209018,"score_gpt":0.2169575865258099,"score_spread":0.2002785255137197,"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."}}