{"id":"W4399379986","doi":"10.1021/acs.langmuir.4c01265","title":"Amphiphilic Janus Graphene Oxide Acts as a Corrosion Inhibitor to Mitigate the Corrosion Caused by a 1 M HCl Solution on Mild Steel","year":2024,"lang":"en","type":"article","venue":"Langmuir","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Corrosion; Adsorption; Oxide; Graphene; Amphiphile; Corrosion inhibitor; Aqueous solution; Materials science; Alkyl; Chemical engineering; Metal; Langmuir adsorption model; Electrochemistry; Chemistry; Inorganic chemistry; Organic chemistry; Metallurgy; Nanotechnology; Composite material; Physical chemistry; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000680976,0.0002807672,0.0001472171,0.0001996587,0.0001114309,0.0001008516,0.0001568102,0.0001738176,0.0002684882],"category_scores_gemma":[0.00008836896,0.00009274417,0.0001759297,0.00006487283,0.0001304419,0.0001100655,0.0001313184,0.0001996111,0.00008921124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008385919,"about_ca_system_score_gemma":0.00008906997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008529969,"about_ca_topic_score_gemma":0.001839759,"domain_scores_codex":[0.999927,0.000009816545,0.00000517804,0.00001009585,0.00002780854,0.00002008316],"domain_scores_gemma":[0.9999623,0.000005539259,0.00001172204,0.000003028177,0.000008638511,0.000008811923],"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":[0.00001670687,0.000004896383,0.00007241366,0.0000204842,0.000002277787,0.0000164598,0.000006096256,0.00004363741,0.9991953,0.00002139287,0.000009864927,0.0005905586],"study_design_scores_gemma":[0.000002216208,0.0001335565,0.001722778,0.000003027998,0.00000869954,0.00003254778,0.00001161273,0.001046245,0.9965635,0.000008805126,0.0004638091,0.000003230574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981439,0.0005905423,0.0007173628,0.0000238984,0.00000822169,0.000005746391,0.00001946719,0.00002096537,0.0004699742],"genre_scores_gemma":[0.9982539,0.0003172903,0.0008483736,0.00001492958,0.000003592221,0.000003679193,0.00003057222,0.000002789978,0.0005248701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008529969,"threshold_uncertainty_score":0.00169605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203950661621162,"score_gpt":0.2680141761285224,"score_spread":0.2476191099664062,"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."}}