{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000691462,0.0001037529,0.0005209168,0.000955486,0.00004260988,0.00002206176,0.0001728868,0.0001190772,0.000007530266],"category_scores_gemma":[0.0001630243,0.00008110154,0.00001143373,0.0003891167,0.0002784595,0.00007813139,0.0001958242,0.00034367,2.248601e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004312125,"about_ca_system_score_gemma":0.00003990034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021787,"about_ca_topic_score_gemma":0.0001535075,"domain_scores_codex":[0.9988499,0.0001010584,0.0005526068,0.0001090931,0.0001808325,0.0002065547],"domain_scores_gemma":[0.9993363,0.0001030702,0.0001255835,0.0001186646,0.0002870472,0.00002934544],"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":[0.0002106722,0.000116421,0.008368244,0.0001278068,0.00003163438,0.00005302963,0.0009729873,0.00003567284,0.9889728,0.00002846754,0.00008375465,0.0009984871],"study_design_scores_gemma":[0.001214616,0.001411168,0.01243592,0.0003307675,0.0000182623,0.0001368806,0.004188251,0.00006138737,0.9797772,0.0003111207,0.00004305776,0.00007138328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977247,0.001673431,0.000006676435,0.0000738904,0.0001321368,0.0003026017,0.00001264312,0.00001393752,0.00006001961],"genre_scores_gemma":[0.9995013,0.0002361808,0.0002181281,0.000001239773,0.000009197139,0.000008761426,4.011118e-7,0.000008486025,0.00001627225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009195639,"threshold_uncertainty_score":0.3307225,"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."}}