{"id":"W4407354140","doi":"10.1007/s11085-025-10328-4","title":"Determining the Role of O2 and H2O Atmosphere Impurities on the Oxidation of IN718 During High Temperature Inert Gas Heat Treatment","year":2025,"lang":"en","type":"article","venue":"High Temperature Corrosion of Materials","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Pratt and Whitney Canada","keywords":"Inert gas; Atmosphere (unit); Impurity; Oxygen; Inert; Materials science; Thermodynamics; Chemistry; Organic chemistry; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002682694,0.0004428588,0.000710515,0.0000924689,0.0002372436,0.0001192104,0.0003091363,0.0003620471,0.00006168226],"category_scores_gemma":[0.0001203118,0.0002605937,0.00009440802,0.0003847287,0.0001650608,0.0001306281,0.0001022044,0.0002333312,0.000001515074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117279,"about_ca_system_score_gemma":0.00006815102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001043964,"about_ca_topic_score_gemma":0.00002273613,"domain_scores_codex":[0.9981287,0.0002104295,0.0007531348,0.0003194878,0.0003154056,0.0002728954],"domain_scores_gemma":[0.9986615,0.000280416,0.0001668819,0.0006355331,0.0002145616,0.00004113938],"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":[0.0001120305,0.00006676526,0.001625982,0.0002485125,0.00003078601,0.00000190955,0.0006292539,0.0008600091,0.994502,0.001607854,0.0002664813,0.00004838695],"study_design_scores_gemma":[0.0007511782,0.0002299796,0.02252553,0.0009361551,0.00007963647,0.00000470581,0.0003195071,0.000005533422,0.9747283,0.0000637281,0.0001555764,0.0002001526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974872,0.0004506681,5.753648e-7,0.0002586013,0.0008364241,0.0006493123,0.0001843598,0.0001032231,0.00002963354],"genre_scores_gemma":[0.9989153,0.0003680616,0.0001398091,0.00004246903,0.0001373481,0.00009191797,0.00007958695,0.00005595045,0.0001696153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02089955,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003774085735528334,"score_gpt":0.1946470107896064,"score_spread":0.190872925054078,"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."}}