{"id":"W4385888215","doi":"10.55274/r0010374","title":"L51906 The Role of Redox and Corrosion Potentials in the Corrosion of Line Pipe Steel","year":2001,"lang":"en","type":"report","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Chemicals (Canada)","funders":"","keywords":"Corrosion; Redox; Anaerobic exercise; Water content; Metallurgy; Soil water; Moisture; Materials science; Electrical resistivity and conductivity; Environmental science; Geotechnical engineering; Soil science; Composite material; Geology; Engineering; Electrical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002557692,0.0002718323,0.0005886041,0.0001583542,0.0001222312,0.00005708716,0.0004267302,0.0003158195,0.0009793781],"category_scores_gemma":[0.0001887676,0.0001402831,0.0001492434,0.0002977772,0.0002451919,0.0001244422,0.000243073,0.0002823976,0.00001167164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005370204,"about_ca_system_score_gemma":0.000210299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365714,"about_ca_topic_score_gemma":0.000331217,"domain_scores_codex":[0.9967616,0.0002742034,0.00106183,0.0004106816,0.001241621,0.0002500388],"domain_scores_gemma":[0.9978198,0.0001975967,0.0008077744,0.0006982606,0.0004331582,0.00004342359],"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":[0.0000640236,0.0001746799,0.0009264453,0.000069086,2.195538e-7,0.000004415438,0.0002184277,0.00000823989,0.9927567,0.00005109092,0.002548368,0.003178254],"study_design_scores_gemma":[0.0004768178,0.0004118726,0.004010331,0.0007932644,0.0001470492,0.0001700536,0.00138862,0.0001029653,0.9792188,0.0004294933,0.01257155,0.0002791923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705977,0.003253355,0.001292542,0.0002375708,0.001699896,0.001620265,0.0002946964,0.00005085145,0.02095308],"genre_scores_gemma":[0.9939988,0.003113113,0.00007353217,0.00005240199,0.0001312037,0.00003430795,0.00009219102,0.00002408611,0.002480417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02340101,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750782763922103,"score_gpt":0.2887662887846605,"score_spread":0.2612584611454394,"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."}}