{"id":"W4409499815","doi":"10.5006/c2024-20991","title":"Oxidation Assessment and Impact of Pre-oxidation on Hot Corrosion Behavior of Fe- and Ni-based Alloys","year":2024,"lang":"en","type":"article","venue":"","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Corrosion; Materials science; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001747938,0.0002939776,0.000259501,0.0002334524,0.0001871304,0.0002541608,0.0002381431,0.0002615636,0.0008171386],"category_scores_gemma":[0.0003111212,0.0001452278,0.0002074746,0.0001397697,0.0001626882,0.0001861794,0.000180004,0.0003074844,0.0002196183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000245394,"about_ca_system_score_gemma":0.0001249173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422675,"about_ca_topic_score_gemma":0.007882115,"domain_scores_codex":[0.9997336,0.0000208505,0.00001391376,0.00004362259,0.0001399008,0.00004797633],"domain_scores_gemma":[0.999854,0.00001517683,0.00002222072,0.00001718049,0.00007972593,0.00001172866],"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":[0.0000925251,0.00001241134,0.0009369833,0.00005319891,0.000007847633,0.00004600212,0.00004491103,0.0001248004,0.9966193,0.00001832672,0.00002666149,0.002016934],"study_design_scores_gemma":[0.000001327876,0.0001841199,0.01110076,0.000005466689,0.00001435035,0.00005612247,0.00007453754,0.0006412934,0.9870678,0.00001018605,0.0008394448,0.000004764544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962068,0.0008250927,0.001447489,0.00001860214,0.00001887728,0.00001860347,0.0001329093,0.00004209676,0.001289454],"genre_scores_gemma":[0.9965008,0.0002595827,0.001525781,0.00001179459,0.000003281123,0.000008499199,0.000161802,0.00001757563,0.001510749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002422675,"threshold_uncertainty_score":0.004817188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124473776724825,"score_gpt":0.3034903827545886,"score_spread":0.2910430050821061,"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."}}