{"id":"W4414664864","doi":"10.3390/ma18194545","title":"Synergistic Corrosion Inhibition of Mild Steel in Acidic Media by a Benzimidazole–Thiophene Ligand and Its Metal Complexes: A Multi-Technique Electrochemical Approach","year":2025,"lang":"en","type":"article","venue":"Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université Laval","funders":"Centre National pour la Recherche Scientifique et Technique","keywords":"Corrosion; Electrochemistry; Metal; Adsorption; Polarization (electrochemistry); X-ray photoelectron spectroscopy; Corrosion inhibitor","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":[0.0003570071,0.0006399491,0.000578027,0.0002901086,0.0001514259,0.0003253071,0.0007984244,0.000542829,0.000356361],"category_scores_gemma":[0.0002576591,0.0002515228,0.0003569656,0.0002580768,0.000188369,0.0002316895,0.0003599213,0.0004599392,0.0002096375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003007172,"about_ca_system_score_gemma":0.0002083921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132077,"about_ca_topic_score_gemma":0.002643429,"domain_scores_codex":[0.9994879,0.0001000292,0.0000303798,0.00008801885,0.0002303763,0.00006326925],"domain_scores_gemma":[0.9998848,0.00001953337,0.00003178571,0.00001074529,0.0000421232,0.00001098114],"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":[0.00004131037,0.0000180242,0.00005451117,0.00006957837,0.00001029077,0.0000199862,0.00001344108,0.00007052326,0.997721,0.00004314015,0.00002321801,0.001914848],"study_design_scores_gemma":[0.000006227703,0.0001883747,0.0004047789,0.000003239201,0.00001902114,0.00006721559,0.00001122361,0.001504534,0.9971361,0.000009289787,0.0006443466,0.000005771748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528025,0.00785688,0.03625657,0.0002642898,0.00007326907,0.00009357851,0.0001416315,0.0002223638,0.002288776],"genre_scores_gemma":[0.9798436,0.002383066,0.01555913,0.00005161718,0.00002364882,0.00003960077,0.0001113645,0.00001267796,0.001975453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001132077,"threshold_uncertainty_score":0.002250969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995120984881096,"score_gpt":0.2625608532314953,"score_spread":0.2426096433826843,"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."}}