{"id":"W2902540458","doi":"10.1115/pvp2018-85070","title":"Sulfidation Rate Prediction on Tube-to-Tubesheet Joints in a Waste Heat Boiler in a Sulphur Plant","year":2018,"lang":"en","type":"article","venue":"","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Sulfidation; Welding; Boiler (water heating); Materials science; Metallurgy; High-temperature corrosion; Joint (building); Corrosion; Carbon steel; Structural engineering; Waste management; Engineering; Sulfur","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":[0.0002182327,0.0001876285,0.0001796046,0.0003324969,0.00002676925,0.00004084443,0.0001067325,0.0001050845,0.0001881381],"category_scores_gemma":[0.00004222695,0.0001618906,0.00002124567,0.0002959067,0.0000288624,0.0002034407,0.00003744737,0.0001714416,0.0002822515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002314068,"about_ca_system_score_gemma":0.00001542931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001972134,"about_ca_topic_score_gemma":0.002158456,"domain_scores_codex":[0.9989437,0.00003872027,0.0003196818,0.0002513739,0.0001303511,0.0003161171],"domain_scores_gemma":[0.9996554,0.0000220922,0.000009538434,0.0002174018,0.00003259228,0.00006295826],"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":[0.00053867,0.00007529476,0.01820064,0.000110114,0.00004185766,0.00002736507,0.006525456,0.05395306,0.9046849,0.0001584357,0.01362646,0.002057764],"study_design_scores_gemma":[0.001707532,0.0004404019,0.1103612,0.0003650868,0.000008633274,0.00002512128,0.0004349634,0.1575625,0.7259266,0.0001486863,0.002496474,0.0005228491],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959279,0.00002123755,0.0002251582,0.0001290047,0.0005354594,0.0003462557,0.00002968738,0.000198314,0.002586939],"genre_scores_gemma":[0.9990548,0.00001259408,0.0002384712,0.0001931151,0.0001745013,0.00004171205,0.00003465804,0.00003879966,0.0002112808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787583,"threshold_uncertainty_score":0.6601705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0095385185397444,"score_gpt":0.1945455081868956,"score_spread":0.1850069896471511,"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."}}