{"id":"W4406907940","doi":"10.3390/ma18030595","title":"Studies of Corrosion Inhibition Performance of Inorganic Inhibitors for Aluminum Alloy","year":2025,"lang":"en","type":"article","venue":"Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Materials science; Scanning electron microscope; Alloy; Sodium silicate; Ammonium metavanadate; Substrate (aquarium); Ammonium; Aqueous solution; Aluminium; Nuclear chemistry; Inorganic chemistry; Metallurgy; Vanadium; Chemistry; Composite material; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006287877,0.0001406305,0.0004225539,0.0001412846,0.0000964389,0.00002086303,0.00009965369,0.00008915918,0.0002596847],"category_scores_gemma":[0.0001295355,0.0001223516,0.00006139403,0.0001686302,0.0001481294,0.0002053536,0.0001228229,0.00002485466,0.00001441587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005608771,"about_ca_system_score_gemma":0.00004774381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001285747,"about_ca_topic_score_gemma":0.000004116147,"domain_scores_codex":[0.9986308,0.00006325443,0.0007195257,0.0002292458,0.0001804373,0.0001767584],"domain_scores_gemma":[0.9990395,0.00007719603,0.0003234158,0.0002200357,0.0003181606,0.0000217089],"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":[0.0002062479,0.00007888812,0.0004631207,0.0006204678,0.000001239288,1.760541e-7,0.0002243244,0.000006192898,0.9963666,0.0002701241,0.001627826,0.0001348188],"study_design_scores_gemma":[0.0005641456,0.0003067019,0.0005847792,0.0006133922,0.00004586055,0.000001138179,0.0002424446,0.000005956686,0.9972146,0.0001741958,0.0001403368,0.0001065215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970238,0.0001006368,0.0001436222,0.00006167497,0.001930179,0.0005010038,0.0001576565,0.00004177108,0.00003969902],"genre_scores_gemma":[0.999144,0.0000655632,0.0003267717,0.00004377247,0.00006010838,0.00008603455,0.00003982241,0.00001210025,0.0002218939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002120176,"threshold_uncertainty_score":0.4989353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02584705578705272,"score_gpt":0.2934658260357355,"score_spread":0.2676187702486827,"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."}}