{"id":"W2193570780","doi":"10.5006/1709","title":"Role of Thiosulfate in the Corrosion of Steels: A Review","year":2015,"lang":"en","type":"review","venue":"CORROSION","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Metallurgy; Thiosulfate; Corrosion; Materials science; Forensic engineering; Sulfur; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000352295,0.0009772689,0.0009012385,0.002663698,0.0003489005,0.0008041456,0.0006564079,0.0009410313,0.003319199],"category_scores_gemma":[0.0004073204,0.0003133985,0.0005244534,0.002425841,0.0003120748,0.001039081,0.0005234014,0.0008452084,0.001480337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003988576,"about_ca_system_score_gemma":0.001117173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001825759,"about_ca_topic_score_gemma":0.003034347,"domain_scores_codex":[0.9998323,0.00001991697,0.00002705001,0.00003411159,0.00006919264,0.00001739155],"domain_scores_gemma":[0.9997243,0.00009575913,0.00005842562,0.00000850882,0.00008925731,0.00002368243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000694605,0.0001347006,0.0006097646,0.0475256,0.000139142,0.0004362059,0.0001804843,0.0007904942,0.00917111,0.004410541,0.02107433,0.9154582],"study_design_scores_gemma":[0.000006073401,0.0001841458,0.001299462,0.003509142,0.0001472711,0.001274743,0.0001325725,0.0001366871,0.002104968,0.001234328,0.9899469,0.0000238508],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003965862,0.9980762,0.0001319943,0.0001305209,0.0001389829,0.000003647723,0.00002041915,0.000007398361,0.001094169],"genre_scores_gemma":[0.00162216,0.9974052,0.0001519084,0.00005137448,0.0000895992,0.00000272342,0.0000230249,0.000001063513,0.000652901],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003319199,"threshold_uncertainty_score":0.01110387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07002833715050712,"score_gpt":0.3591094372850536,"score_spread":0.2890811001345465,"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."}}