{"id":"W4386327513","doi":"10.3390/ma16175968","title":"Influence of Oxygen Content in the Protective Gas on Pitting Corrosion Resistance of a 316L Stainless Steel Weld Joint","year":2023,"lang":"en","type":"article","venue":"Materials","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"PCL Construction (Canada); École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Metallurgy; Materials science; Welding; Oxygen; Pitting corrosion; Gas tungsten arc welding; Oxide; Limiting oxygen concentration; Layer (electronics); Composite material; Arc welding; Chemistry","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":[0.00374761,0.0001733235,0.0004620297,0.0001437632,0.00008357556,0.0000517064,0.0004633105,0.00007317038,0.0001875974],"category_scores_gemma":[0.0003400856,0.0001195372,0.00005927976,0.000357495,0.0001412477,0.00009675402,0.0001574746,0.00007643914,0.00007624803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004568233,"about_ca_system_score_gemma":0.00003957818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001920745,"about_ca_topic_score_gemma":0.00003782098,"domain_scores_codex":[0.9972508,0.0006206217,0.0008732405,0.0003218231,0.0006112306,0.0003222636],"domain_scores_gemma":[0.9986956,0.0001511879,0.0005197003,0.0004587162,0.0001444517,0.00003038418],"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":[0.0002108211,0.00008596063,0.000332461,0.0001482951,0.000001360202,0.00001152579,0.001529313,0.0001881386,0.9965726,0.0008060565,0.00008176851,0.00003174424],"study_design_scores_gemma":[0.0003957988,0.0001539041,0.01887312,0.0005301384,0.0000131772,0.000001019215,0.001309081,0.000004589883,0.9778565,0.0006625951,0.00007645429,0.0001235765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982328,0.00001963799,0.000020364,0.000147408,0.0002343182,0.001094239,0.0001269527,0.00004143647,0.00008282701],"genre_scores_gemma":[0.9992907,0.00001615471,0.0000942947,0.00008512381,0.00002795467,0.000278053,0.000007847163,0.00001679012,0.0001830785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01871601,"threshold_uncertainty_score":0.4874587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05065612166279649,"score_gpt":0.2770330590887703,"score_spread":0.2263769374259738,"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."}}