{"id":"W2537228049","doi":"10.5006/2070","title":"Formation and Evolution of Oxide/Oxyhydroxide Corrosion Products on Low-Alloy Steel During Exposure to Near-Neutral pH Solutions Containing Oxygen and Nitrate","year":2016,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Corrosion; Nitrate; Oxygen; Alloy; Oxide; Oxygen evolution; Metallurgy; Alloy steel; Materials science; Inorganic chemistry; Chemistry; Electrochemistry; Electrode; Organic 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":[0.000457331,0.0002457872,0.0002771748,0.00017297,0.0005198756,0.00008800911,0.0001147059,0.0001311896,0.00002796959],"category_scores_gemma":[0.0001686531,0.0001848488,0.00004632251,0.0002198878,0.0001376834,0.0006695454,0.0001792304,0.0001008208,0.00005175603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002074803,"about_ca_system_score_gemma":0.00005011986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004069452,"about_ca_topic_score_gemma":0.00003775253,"domain_scores_codex":[0.9981415,0.0001138034,0.0005023967,0.0005195888,0.0003169205,0.0004057841],"domain_scores_gemma":[0.9989535,0.00007241542,0.0002382128,0.0003257603,0.00022842,0.0001816514],"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":[0.000460148,0.00007540963,0.00165934,0.00008486766,1.252529e-7,0.000002100569,0.0006292547,0.0001458212,0.9962574,0.0002124077,0.0000907548,0.0003823763],"study_design_scores_gemma":[0.001188277,0.0007506282,0.04073038,0.0009668946,0.0000238853,0.00003346631,0.0002707256,0.0003105841,0.9553573,0.00008850634,0.00002573361,0.0002536854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929633,0.0001040007,0.005429822,0.0002997595,0.0003671648,0.0006363399,0.00005998888,0.0001137681,0.0000258828],"genre_scores_gemma":[0.9992715,0.00004120106,0.0003397751,0.00005179422,0.00005533822,0.00005180344,0.00001201843,0.00002536033,0.0001512834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04090016,"threshold_uncertainty_score":0.7537915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777608021949418,"score_gpt":0.2283469957443179,"score_spread":0.2105709155248237,"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."}}