{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006015434,0.000232201,0.0005268595,0.0001981066,0.00007538702,0.00006684296,0.0001288519,0.0002099004,0.0001324734],"category_scores_gemma":[0.0001279377,0.0002155685,0.00004162249,0.000251345,0.0001448955,0.0001792769,0.0001556725,0.0001015157,0.000007441958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000765956,"about_ca_system_score_gemma":0.00004100403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006354314,"about_ca_topic_score_gemma":0.00001423865,"domain_scores_codex":[0.9981678,0.0001759836,0.0006765423,0.0004465845,0.0002367144,0.0002963574],"domain_scores_gemma":[0.9993985,0.00007590228,0.000184913,0.0001915396,0.00008266402,0.00006642841],"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":[0.0001793898,0.0002829157,0.00003187301,0.0002332771,6.881013e-7,0.00000194172,0.0001437258,0.000001118901,0.9985418,0.0004494064,0.0001203994,0.00001351617],"study_design_scores_gemma":[0.0010229,0.00006653607,0.0002783971,0.0003417304,0.00003984919,0.000006570599,0.00008154273,0.00006494342,0.997709,0.0001869228,0.000008850191,0.0001927312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929235,0.0003006875,0.005471058,0.00003264384,0.0002013585,0.0006989973,0.0002618479,0.00006823913,0.00004164159],"genre_scores_gemma":[0.9983416,0.00005606112,0.0009381844,0.00005158792,0.00002355595,0.0002763827,0.0002641335,0.00001785113,0.00003069257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005418024,"threshold_uncertainty_score":0.8790627,"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."}}