{"id":"W4408963825","doi":"10.1016/j.eng.2025.02.021","title":"Corrosion and Material Degradation in Geological CO2 Storage: A Critical Review","year":2025,"lang":"en","type":"review","venue":"Engineering","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Corrosion; Degradation (telecommunications); Metallurgy; Environmental science; Forensic engineering; Materials science; 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":[0.0001609017,0.0001554166,0.0004194065,0.00005044753,0.00002847395,0.00002157645,0.00007842427,0.0001254467,0.001734545],"category_scores_gemma":[0.0004312338,0.0001283038,0.00005430213,0.0001717327,0.00003038043,0.00008002119,0.0001102098,0.0002411307,0.00006883611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198298,"about_ca_system_score_gemma":0.00001362411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002227806,"about_ca_topic_score_gemma":0.00001159715,"domain_scores_codex":[0.9992207,0.00005763832,0.0002818189,0.000225825,0.00007959139,0.0001343907],"domain_scores_gemma":[0.9996418,0.0001752961,0.00003435545,0.0001061382,0.000003388023,0.0000389989],"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":[0.000006951151,0.0001360964,0.0001037649,0.06918047,0.00001169859,0.0001601869,0.00003312144,0.0008945927,0.00004602904,0.003667307,0.006641342,0.9191185],"study_design_scores_gemma":[0.00003112879,0.00001865983,0.00008327339,0.01813801,0.00006267022,0.00005509567,0.000001128301,0.0005086056,0.000001134432,0.00001374502,0.9809191,0.0001674145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002877327,0.9973327,0.0009348938,0.0001294531,0.0004327779,0.0003495695,0.000009770805,0.00004858284,0.0007334908],"genre_scores_gemma":[0.000144689,0.998808,0.0004348696,0.00006523998,0.00002768158,0.00008390755,0.00004507411,0.00000550618,0.0003850666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9742778,"threshold_uncertainty_score":0.999178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02517503400185334,"score_gpt":0.3072478175112611,"score_spread":0.2820727835094077,"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."}}