{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002825235,0.0002523365,0.000384864,0.0001598999,0.0001305606,0.00005031851,0.000265515,0.0002067008,0.003005905],"category_scores_gemma":[0.00004323728,0.0002005584,0.0001329277,0.0003393882,0.00008593406,0.0003600733,0.0001952961,0.0001514348,0.001307561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276096,"about_ca_system_score_gemma":0.00007229915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005999206,"about_ca_topic_score_gemma":0.00001287576,"domain_scores_codex":[0.9979855,0.00009384676,0.0005500321,0.0004664578,0.0005260555,0.0003781253],"domain_scores_gemma":[0.9986846,0.0001077429,0.0002860503,0.0005683139,0.0002197879,0.0001334994],"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":[0.00020219,0.0001646533,0.002532462,0.00003954577,8.973652e-8,0.000002408431,0.0001255071,0.0011661,0.9946284,0.0001052787,0.0005082685,0.0005251019],"study_design_scores_gemma":[0.001277926,0.0004343183,0.002484146,0.000228948,0.00002880348,0.00001280058,0.0001596924,0.00444994,0.9900377,0.0001749429,0.0004267327,0.0002839937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897839,0.00008278409,0.006999155,0.0000424289,0.001633806,0.0005913111,0.00004292089,0.0001896963,0.0006339313],"genre_scores_gemma":[0.998035,0.00002339837,0.000160916,0.0001379967,0.00003515299,0.000008733565,0.0001021929,0.00003686257,0.0014598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00825098,"threshold_uncertainty_score":0.9994701,"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."}}