{"id":"W2591119307","doi":"10.5006/c2011-11145","title":"An Approach to Determine the Initiation of Carburization in a 304H Stainless Steel Piping under Petrochemical Environment","year":2011,"lang":"en","type":"article","venue":"","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Chemicals (Canada)","funders":"","keywords":"Piping; Petrochemical; Materials science; Metallurgy; Engineering; Waste management; Mechanical engineering","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":[0.000249019,0.0003437888,0.0002155187,0.0008713133,0.0002898968,0.0002422183,0.0003195909,0.0004690644,0.0008084845],"category_scores_gemma":[0.0004526131,0.0002022356,0.0002342242,0.0005050453,0.0001997244,0.0002473505,0.0001676534,0.0003510298,0.0002435712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006548776,"about_ca_system_score_gemma":0.0004067974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004517092,"about_ca_topic_score_gemma":0.00575317,"domain_scores_codex":[0.9997819,0.00001435635,0.000008965007,0.00004537072,0.0001283626,0.00002102705],"domain_scores_gemma":[0.9997283,0.00006360982,0.00005088456,0.00002162595,0.0001173835,0.00001824064],"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":[0.0001457863,0.00006707013,0.02094424,0.0001453022,0.0000107691,0.0002412778,0.0001757074,0.01033515,0.9501602,0.0002211903,0.0001095027,0.01744386],"study_design_scores_gemma":[0.00001020006,0.0007516413,0.07035431,0.00001255033,0.0000251754,0.0001594437,0.0002684462,0.09631197,0.8307889,0.0001470333,0.001140809,0.00002955197],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692017,0.0001689471,0.02841154,0.00002843934,0.000008857026,0.00005940162,0.0002467298,0.0003754073,0.001498859],"genre_scores_gemma":[0.9922659,0.00005783062,0.007280697,0.000004042708,8.951123e-7,0.00001443623,0.00006691594,0.000005842272,0.0003033109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004517092,"threshold_uncertainty_score":0.008981586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03029187157630272,"score_gpt":0.1930270224183216,"score_spread":0.1627351508420189,"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."}}