{"id":"W4417163946","doi":"10.1016/j.jmrt.2025.12.087","title":"Corrosion behavior of AA5182 Al–Mg casts in HNO3: A comparative study of thin-strip and direct-chill casting","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Microstructure; Corrosion; Intergranular corrosion; Alloy; Dielectric spectroscopy; Supersaturation; Pitting corrosion","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009822689,0.0002676609,0.0003556166,0.0002321304,0.0001645702,0.0002603599,0.0002297031,0.000171531,0.0008404372],"category_scores_gemma":[0.0001878203,0.0001535931,0.0001560782,0.0002216035,0.0001558979,0.0001003248,0.0001266585,0.0002995669,0.0002548691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900773,"about_ca_system_score_gemma":0.0002227453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00671987,"about_ca_topic_score_gemma":0.02223718,"domain_scores_codex":[0.9998887,0.000005442116,0.000004898496,0.00001679244,0.00006597309,0.00001832961],"domain_scores_gemma":[0.999853,0.00001458111,0.00003207623,0.00001725554,0.0000573587,0.00002567827],"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":[0.00004249244,0.00001029845,0.0002537191,0.00002211006,0.000002759097,0.00003235242,0.00002595599,0.00009040173,0.9984237,0.00000921049,0.00001030596,0.001076731],"study_design_scores_gemma":[0.000003029979,0.0001915929,0.007889966,0.000003805367,0.00001480964,0.00006131999,0.00004717597,0.0008230806,0.9902925,0.000005700146,0.0006627266,0.000004310643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977831,0.0003007867,0.0006209947,0.00001014386,0.000007271833,0.000007158684,0.0001168519,0.00003236616,0.001121456],"genre_scores_gemma":[0.9941294,0.0003856704,0.001783641,0.000008799156,0.000005251876,0.000005167358,0.000166511,0.0000282774,0.003487227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00671987,"threshold_uncertainty_score":0.01336151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03941563046738299,"score_gpt":0.3338364080177424,"score_spread":0.2944207775503594,"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."}}