{"id":"W4413950421","doi":"10.1016/j.corsci.2025.113291","title":"Effects of hydrogen charging on the corrosion behavior and hydrogen embrittlement of 7xxx Al Alloys: An integrated experimental and multiscale simulation study","year":2025,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Science Foundation of Shandong Province; Key Technology Research and Development Program of Shandong; National Natural Science Foundation of China","keywords":"Hydrogen embrittlement; Corrosion; Materials science; Embrittlement; Hydrogen; Metallurgy; Chemistry","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":[0.001845872,0.0002613209,0.0003769792,0.0002764174,0.0005626157,0.0001074788,0.0005959956,0.00005918484,0.00009011561],"category_scores_gemma":[0.0001868191,0.0001857723,0.00005379716,0.0006683076,0.0008436225,0.0004036893,0.0004965057,0.0001096343,0.000004503585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006453328,"about_ca_system_score_gemma":0.00007980009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005541876,"about_ca_topic_score_gemma":0.000008156073,"domain_scores_codex":[0.9971061,0.0002816849,0.0006180062,0.0007397498,0.0009212958,0.0003331753],"domain_scores_gemma":[0.9985884,0.0002989757,0.0002954658,0.0005040784,0.0001777351,0.0001353148],"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":[0.00008226282,0.001007111,0.01746653,0.00001700375,8.83566e-7,0.00000312862,0.0009806976,0.000175502,0.9780313,0.00009381684,0.00001035631,0.00213135],"study_design_scores_gemma":[0.0009998094,0.000770852,0.008229878,0.000172662,0.00007186665,0.000001933601,0.001964093,0.01250881,0.9750554,0.00001538569,0.00003630047,0.0001730349],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967943,0.0002444334,0.0007406121,0.00002663257,0.0003282574,0.001782751,0.00001691278,0.00004013529,0.00002594347],"genre_scores_gemma":[0.9993608,0.00001834606,0.0002104913,0.0001182393,0.000008538167,0.0001965946,0.00000444771,0.00001351333,0.00006902443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01233331,"threshold_uncertainty_score":0.7575575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230666433554898,"score_gpt":0.3287008848969581,"score_spread":0.3063942205614092,"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."}}