{"id":"W4409507297","doi":"10.5006/c2011-11169","title":"Prediction and Measurement of Corrosion Rates of Stainless Steel in Concentrated Sulfuric Acid","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sulfuric acid; Corrosion; Metallurgy; Materials science","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":[0.0007477696,0.0005771913,0.0004263133,0.000553849,0.000144705,0.0003403349,0.0006570074,0.0006990024,0.0003336428],"category_scores_gemma":[0.002186402,0.0002971004,0.0002294807,0.0004192872,0.0002606492,0.0002757535,0.0001365834,0.0002973761,0.0002987865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004020715,"about_ca_system_score_gemma":0.0002315137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003895246,"about_ca_topic_score_gemma":0.004740709,"domain_scores_codex":[0.9991686,0.0001701423,0.00004991106,0.0001166897,0.0004551046,0.00003957292],"domain_scores_gemma":[0.9990504,0.0003190504,0.0001578732,0.00006771623,0.000363008,0.00004188727],"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":[0.0003291826,0.000121067,0.01045298,0.0001091446,0.00003142007,0.00009250438,0.000118923,0.01023446,0.9649347,0.00007984634,0.0000928868,0.01340276],"study_design_scores_gemma":[0.00001575258,0.0007418803,0.01677397,0.00001053081,0.00002414857,0.00005138659,0.00007057116,0.071213,0.9106959,0.00005028663,0.0003320757,0.00002061487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892777,0.0001857021,0.009830221,0.00002150144,0.00000910833,0.00002667128,0.0001271171,0.00014978,0.000372161],"genre_scores_gemma":[0.9940078,0.000185203,0.005280036,0.000004493212,0.000003331921,0.00001110832,0.0001707465,0.000008220773,0.0003291122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003895246,"threshold_uncertainty_score":0.007745147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07808737203045968,"score_gpt":0.2635037319011775,"score_spread":0.1854163598707178,"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."}}