{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001483553,0.0002455509,0.0001972004,0.000117481,0.0001756636,0.0002868601,0.0001982919,0.0002590093,0.0006920548],"category_scores_gemma":[0.0003276468,0.0001408867,0.0001511189,0.0001292306,0.0001947008,0.0002236372,0.00008336142,0.0002549826,0.0001084131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002224433,"about_ca_system_score_gemma":0.0001145555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099293,"about_ca_topic_score_gemma":0.00399385,"domain_scores_codex":[0.9998525,0.0000142565,0.000007801944,0.00002770438,0.00004975207,0.00004802979],"domain_scores_gemma":[0.9998302,0.00004600773,0.00003613734,0.00001383827,0.00006141385,0.00001237422],"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":[0.0002444679,0.00001527455,0.0009468274,0.00005019597,0.000006814004,0.00005862687,0.00006952326,0.00008985162,0.9970305,0.00003996491,0.00003687109,0.001411181],"study_design_scores_gemma":[0.000002045098,0.0001179134,0.00562959,0.000002355661,0.000009591651,0.00003128735,0.00004959343,0.0006513453,0.9932078,0.000007396841,0.0002875531,0.000003620133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989836,0.0001756869,0.0003538889,0.00001197141,0.000007406315,0.000004443423,0.00006184836,0.00001085184,0.0003903416],"genre_scores_gemma":[0.9990062,0.000112936,0.0002645817,0.000006947006,0.000002203294,0.000002577366,0.0000754144,0.000007878553,0.0005213083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002099293,"threshold_uncertainty_score":0.004174113,"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."}}