{"id":"W2914150803","doi":"10.1108/acmm-09-2018-1996","title":"Effects of reduced sulfur on passive film properties of steam generator (SG) tubing: an overview","year":2019,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sulfur; Corrosion; Boiler (water heating); Metallurgy; Materials science; Electrochemistry; Chemistry; Thermodynamics; Electrode; Physical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00200704,0.000323402,0.001049862,0.0001359877,0.0001078881,0.00008579063,0.0003350863,0.0001656082,0.0007577196],"category_scores_gemma":[0.0001696392,0.0002339815,0.000107364,0.0001555019,0.0001348878,0.0002869835,0.0002103739,0.00007030731,0.00004136568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001433032,"about_ca_system_score_gemma":0.00005543184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005308817,"about_ca_topic_score_gemma":5.577625e-7,"domain_scores_codex":[0.9963877,0.001417683,0.000867393,0.000574243,0.0004134453,0.0003395359],"domain_scores_gemma":[0.9984312,0.0001482772,0.0005775053,0.0005565841,0.0001638039,0.0001226364],"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":[0.0001571742,0.0002360387,0.00006895455,0.0008034269,0.000004055002,0.000002478117,0.0002405943,0.000004595269,0.9952217,0.0006570879,0.00005454546,0.002549391],"study_design_scores_gemma":[0.0007050091,0.0006879192,0.0005948723,0.0007909411,0.0000999488,0.000004454337,0.000149781,0.00001467254,0.9963391,0.0001296991,0.0001947163,0.0002888546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952965,0.001303024,0.0002733007,0.00001585842,0.002096518,0.0008904315,0.00005600446,0.00004504539,0.00002336102],"genre_scores_gemma":[0.9838672,0.001046654,0.01453539,0.0001200712,0.00007821767,0.00006459305,0.00001205604,0.00004175815,0.0002340355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01426209,"threshold_uncertainty_score":0.9541487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04223296549331523,"score_gpt":0.34045246352136,"score_spread":0.2982194980280448,"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."}}