{"id":"W4410496240","doi":"10.1016/j.corsci.2025.113049","title":"Gravity-driven corrosion effects in microbiologically influenced corrosion: Circumferential corrosion distribution of 90/ 10 Cu-Ni alloy by Desulfovibrio vulgaris","year":2025,"lang":"en","type":"article","venue":"Corrosion Science","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":5,"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":"Corrosion; Desulfovibrio vulgaris; Alloy; Metallurgy; Materials science; Geology; Bacteria","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001801885,0.0004419159,0.0006491481,0.0005662219,0.0004182536,0.000192354,0.001692655,0.000459257,0.0001195566],"category_scores_gemma":[0.002813794,0.0003959599,0.0001409153,0.003676804,0.00159942,0.0004211233,0.001033557,0.0008291272,0.0001125074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006135522,"about_ca_system_score_gemma":0.000380677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009470527,"about_ca_topic_score_gemma":0.00003241054,"domain_scores_codex":[0.9954391,0.0002279659,0.0009982197,0.001033395,0.00119799,0.001103382],"domain_scores_gemma":[0.9974189,0.000722754,0.0001978771,0.0008094964,0.000481971,0.0003689827],"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":[0.0001051832,0.0001581872,0.02014883,0.0001935188,8.60512e-7,0.000008084941,0.00007274705,0.0008934719,0.9678155,0.0001674617,0.005328628,0.005107586],"study_design_scores_gemma":[0.00188407,0.0004569875,0.08776207,0.001709955,0.00002760064,0.00001063095,0.00004883731,0.0513443,0.8527916,0.0003789769,0.002914363,0.0006705935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8712245,0.0002763034,0.1249576,0.00008778284,0.001991177,0.0008086289,0.00008602058,0.0002650921,0.0003028449],"genre_scores_gemma":[0.998398,0.0002258448,0.0006224382,0.00008524282,0.00002769267,0.00006203615,0.0001897957,0.00002534901,0.0003636149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1271735,"threshold_uncertainty_score":0.9998492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009829036711256825,"score_gpt":0.2781126700359081,"score_spread":0.2682836333246513,"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."}}