{"id":"W4416179864","doi":"10.1007/s11665-025-12747-5","title":"Passive Behavior of Ti-6Al-4V Alloy Fabricated Using Pulsed Arc Additive Manufacturing","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Alloy; Passivation; Corrosion; Electromagnetic shielding; Arc (geometry); Electrochemistry; Direct current; Titanium alloy","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":[0.0002037472,0.0002442042,0.0005066725,0.0002690529,0.00005351878,0.00006289846,0.0001553954,0.0001011371,0.00009506124],"category_scores_gemma":[0.00002992458,0.0002167674,0.00005300764,0.00009164076,0.00003681747,0.0002732932,0.0000449497,0.0001516628,0.000001438223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005226705,"about_ca_system_score_gemma":0.00002941708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007355206,"about_ca_topic_score_gemma":2.212589e-7,"domain_scores_codex":[0.9988533,0.00001792499,0.0006201986,0.0001140748,0.0001478349,0.0002466176],"domain_scores_gemma":[0.9994364,0.0000667833,0.0002170311,0.0001108345,0.0001040491,0.00006494912],"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":[0.0001211327,0.00003040931,0.0001355137,0.001728393,0.0001929151,0.00002349504,0.0001707311,0.07917991,0.9123983,0.00001985186,0.0001208735,0.005878517],"study_design_scores_gemma":[0.0003993324,0.00007595811,0.01434027,0.000668559,0.00009311127,0.00006502553,0.00002079269,0.002958321,0.980261,0.00001266322,0.0009025616,0.0002024355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966765,0.0002705058,0.001670377,0.000008818612,0.001060508,0.0001062852,0.0000866618,0.00005458865,0.00006577828],"genre_scores_gemma":[0.998091,0.0007069661,0.000934376,0.000008351709,0.0001837758,0.000008181659,0.000008129132,0.0000322072,0.00002700487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07622159,"threshold_uncertainty_score":0.8839518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008135212935222557,"score_gpt":0.2102282027447499,"score_spread":0.2020929898095273,"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."}}