{"id":"W2055981726","doi":"10.5006/1.3279879","title":"Erosion and Erosion-Corrosion Behaviors of Several Stainless Steels in Dual-Phase Fluid","year":2002,"lang":"en","type":"article","venue":"CORROSION","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Metallurgy; Corrosion; Erosion corrosion; Austenite; Erosion; Indentation hardness; Martensite; Seawater; Sulfuric acid; Microstructure; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003640147,0.0002832689,0.0003470846,0.0001368005,0.0002266702,0.00003928633,0.0001714591,0.0001664597,0.002257758],"category_scores_gemma":[0.00007136875,0.0002512166,0.00007803236,0.0004165983,0.0002405782,0.0003832303,0.0005077467,0.0002775152,0.0001465072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333909,"about_ca_system_score_gemma":0.000005709712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002328631,"about_ca_topic_score_gemma":0.0001153244,"domain_scores_codex":[0.997794,0.0001471613,0.0005401406,0.0005736028,0.0005273978,0.0004177386],"domain_scores_gemma":[0.9991125,0.00009592171,0.0001912981,0.0003632388,0.00001805217,0.0002189472],"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":[0.00006492004,0.0004471725,0.1142064,0.00001691183,1.501281e-7,0.00002491597,0.0009771927,0.0003762711,0.8783509,0.00002576029,0.001178326,0.00433104],"study_design_scores_gemma":[0.01227545,0.00234817,0.358715,0.001231816,0.00007506619,0.0001294446,0.001543496,0.06131912,0.5583709,0.000276405,0.001995033,0.001720097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969745,0.0001579298,0.001354552,0.0001069395,0.0002733151,0.0003744789,0.00002146317,0.00005118039,0.0006855849],"genre_scores_gemma":[0.9982314,0.0002480019,0.0003885709,0.0002033941,0.00002003869,0.00001888977,0.00001956598,0.00003205057,0.0008380828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.31998,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936236651839544,"score_gpt":0.2639254972742288,"score_spread":0.2445631307558333,"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."}}