{"id":"W2964776727","doi":"10.5006/3121","title":"Aqueous Corrosion of Deformed Steel Under Simulated Diluted Bitumen","year":2019,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Corrosion; Materials science; Scanning electron microscope; Microstructure; Metallurgy; Composite material; Chloride; Optical microscope; Aqueous solution; Penetration (warfare); Chemistry","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":[0.0001939779,0.0005575141,0.0003095165,0.0001436478,0.000116391,0.000223387,0.0002887708,0.0003335706,0.0007248721],"category_scores_gemma":[0.0003455763,0.0002412415,0.0002814794,0.0002080701,0.0001646734,0.000210375,0.0002351847,0.0002656694,0.0001495287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004591179,"about_ca_system_score_gemma":0.0002295846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003282072,"about_ca_topic_score_gemma":0.005225229,"domain_scores_codex":[0.9997285,0.00003278619,0.00002971174,0.00005393525,0.0001181694,0.00003686605],"domain_scores_gemma":[0.9997891,0.00002686003,0.0000574545,0.00001537082,0.00008769133,0.00002354627],"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":[0.00007853156,0.000007064067,0.0003919546,0.00002981968,0.000003596365,0.00006673748,0.00002803084,0.0001014456,0.9987204,0.000007143098,0.00001007407,0.0005552755],"study_design_scores_gemma":[0.000008737178,0.0007485188,0.009323858,0.000006163798,0.00001487777,0.0001486466,0.00006506355,0.001130281,0.9880775,0.00001102978,0.0004546824,0.00001076439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986615,0.0002767057,0.0006705043,0.00001556588,0.00000889957,0.000009248407,0.0000841294,0.00001372873,0.0002596489],"genre_scores_gemma":[0.9955891,0.0004081324,0.002432323,0.00002484874,0.000005081725,0.00001502947,0.0002376452,0.00001143258,0.001276296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003282072,"threshold_uncertainty_score":0.006525934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386640726539576,"score_gpt":0.2488054725370382,"score_spread":0.2349390652716425,"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."}}