{"id":"W4409500054","doi":"10.5006/c2023-19539","title":"Current Industry Practice in Carbon Capture Corrosion, and the Knowledge Gap It Produces","year":2023,"lang":"en","type":"article","venue":"","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Current (fluid); Corrosion; Carbon fibers; Computer science; Materials science; Electrical engineering; Engineering; Metallurgy; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004004124,0.00006035426,0.00005520095,0.00002352117,0.0000642644,0.00002597518,0.00007315601,0.00005904005,0.0008208368],"category_scores_gemma":[0.000394708,0.0000355957,0.0000111253,0.0003175067,0.0001400574,0.0001280115,0.0001114218,0.0003510203,0.0002813105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003242273,"about_ca_system_score_gemma":0.00001285318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342643,"about_ca_topic_score_gemma":0.004676949,"domain_scores_codex":[0.9994044,0.0001066149,0.0001124993,0.0001709034,0.00009326261,0.0001123051],"domain_scores_gemma":[0.9995902,0.0002226984,0.00003512625,0.0001125074,0.000009449254,0.0000300277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004043599,0.001186358,0.2707659,0.00004800745,0.00002020444,0.00005639785,0.08540252,0.003462032,0.004441744,0.02082654,0.5486405,0.06474544],"study_design_scores_gemma":[0.001157516,0.00005341773,0.159926,0.00004613058,0.00002567309,0.00006826924,0.01478405,0.01170551,0.0004239687,0.00222288,0.8092835,0.0003030921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4948093,0.0001854423,0.000006920981,0.049506,0.0005755551,0.0003946196,0.000001038213,0.00007897499,0.4544422],"genre_scores_gemma":[0.9876946,0.0001331524,0.00001480922,0.0004746644,0.00003250628,0.00003329192,0.000002440629,0.000002375424,0.01161222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4928853,"threshold_uncertainty_score":0.8987587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02986993676906155,"score_gpt":0.3232574551261049,"score_spread":0.2933875183570434,"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."}}