{"id":"W2147635184","doi":"10.5006/1.3278472","title":"Application of Ligand Field Theory in Corrosion Inhibition","year":2008,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Aniline; Benzimidazole; Corrosion; Copper; Titanium; Ligand (biochemistry); Corrosion inhibitor; Inorganic chemistry; Materials science; Chemistry; Metallurgy; Organic chemistry; Receptor","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":[0.0003747296,0.0001334323,0.0002035311,0.0001527422,0.0001285841,0.00001056651,0.0001034285,0.0001392313,0.0002218838],"category_scores_gemma":[0.00008691364,0.000118973,0.00006274174,0.000272136,0.00008731573,0.0002595462,0.00007576713,0.0001183573,0.0001376467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005361862,"about_ca_system_score_gemma":0.00003101797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005019688,"about_ca_topic_score_gemma":0.00002032811,"domain_scores_codex":[0.9987333,0.00008836599,0.0004144301,0.000303173,0.000276241,0.0001845045],"domain_scores_gemma":[0.9992666,0.000119652,0.0001710334,0.0002940747,0.00009285141,0.00005576496],"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":[0.0001729181,0.0001544214,0.007679609,0.00001764691,1.118393e-8,0.000004773014,0.0003247441,0.00003190243,0.9889081,0.0004597373,0.0004988052,0.001747374],"study_design_scores_gemma":[0.0005099135,0.0001979072,0.004079397,0.0001200027,0.00000582434,0.00002399594,0.00007593299,0.0003803282,0.9934782,0.0008673506,0.0001268603,0.0001342433],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8640429,0.00007547455,0.1348473,0.00004726135,0.000299665,0.0002718585,0.000009548719,0.000058617,0.0003473671],"genre_scores_gemma":[0.9992841,0.00007469489,0.0002345022,0.0001329664,0.00004470867,0.00004726115,0.00003916958,0.00001358528,0.0001289615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1352413,"threshold_uncertainty_score":0.4851578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01558776805216049,"score_gpt":0.2517665024188399,"score_spread":0.2361787343666794,"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."}}