{"id":"W1538869333","doi":"","title":"Development of Recommended Practices for Completing and Producing Critical Sour Gas Wells - Material Requirements","year":2003,"lang":"en","type":"article","venue":"CORROSION","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Sour gas; Corrosion; Engineering; Petroleum engineering; Forensic engineering; Environmental science; Materials science; Waste management; Metallurgy; Natural gas","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":[],"consensus_categories":[],"category_scores_codex":[0.0003839459,0.0001009224,0.0001360972,0.00004081702,0.00009040294,0.00002911538,0.00004128065,0.00003989972,0.00001639964],"category_scores_gemma":[0.00028159,0.0001037371,0.00001567882,0.00004073402,0.00000946382,0.0000907397,0.00001299311,0.00005303107,0.000002315646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002667901,"about_ca_system_score_gemma":0.00001252142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001724864,"about_ca_topic_score_gemma":0.000001593661,"domain_scores_codex":[0.9993292,0.00001389063,0.0002476237,0.0001432595,0.00007902893,0.0001869926],"domain_scores_gemma":[0.9996745,0.0001018059,0.00005576145,0.00009023436,0.00003261739,0.00004507447],"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":[0.00003583835,0.00003428841,0.0002752632,0.001077933,0.000006667862,8.670261e-7,0.001198547,0.004496097,0.9868567,0.0004200747,0.0003504194,0.005247286],"study_design_scores_gemma":[0.0004843618,0.00004794003,0.0001465409,0.0004706315,0.00002564896,0.000009418613,0.0002307633,0.03849254,0.9064295,0.0001222437,0.05325708,0.0002833936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7644558,0.0001609185,0.2322727,0.00004334012,0.001643025,0.0002986842,0.000006954618,0.0001790941,0.0009394733],"genre_scores_gemma":[0.9093977,0.00002015344,0.0904565,0.000006829169,0.00005063935,0.00001278089,0.000007514632,0.00002481261,0.00002312582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1449419,"threshold_uncertainty_score":0.4230274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0521598115937074,"score_gpt":0.2911180068307498,"score_spread":0.2389581952370425,"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."}}