{"id":"W4389888629","doi":"10.1016/j.renene.2023.119823","title":"Electrochemical corrosion study of carbon steel in bio-oil environments","year":2023,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Corrosion; Dielectric spectroscopy; Electrochemistry; Materials science; Electrolyte; Carbon steel; Methanol; Polarization (electrochemistry); Metallurgy; Chemistry","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":[0.000210575,0.0002605034,0.0003162677,0.0002624624,0.0003000036,0.0002560448,0.000506071,0.0005370058,0.001444474],"category_scores_gemma":[0.0003826965,0.0001221543,0.000286139,0.0004482002,0.000218534,0.0002368851,0.0001497213,0.0004677965,0.0003119495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003449896,"about_ca_system_score_gemma":0.0002611604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006498938,"about_ca_topic_score_gemma":0.007395964,"domain_scores_codex":[0.9996519,0.00004231912,0.00001770295,0.00004538187,0.000173793,0.00006885856],"domain_scores_gemma":[0.999676,0.00004561707,0.00002300265,0.00002319545,0.0002080973,0.00002418314],"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":[0.0003478318,0.00007264305,0.001299511,0.0001022544,0.00002426799,0.0002135872,0.0001163641,0.0003875445,0.9929395,0.0002049735,0.000188458,0.004102951],"study_design_scores_gemma":[0.00001282255,0.0005264735,0.009049719,0.000008157709,0.00002665281,0.0002218127,0.0002023971,0.00383371,0.9841527,0.00005759973,0.001896395,0.00001165073],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961377,0.0006978107,0.0008206215,0.0000825423,0.00002906388,0.000009178629,0.000227414,0.00001840125,0.001977176],"genre_scores_gemma":[0.9970239,0.0003348482,0.0005400854,0.0000174134,0.00001101206,0.00000369673,0.0002365939,0.00000551725,0.001826942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006498938,"threshold_uncertainty_score":0.01292223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404242035539124,"score_gpt":0.235537886604002,"score_spread":0.2214954662486107,"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."}}