{"id":"W2043181851","doi":"10.2118/88754-ms","title":"Sour Gas Development – Technical and Operational Integrity Issues and Management","year":2004,"lang":"en","type":"article","venue":"Abu Dhabi International Conference and Exhibition","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Integrity management; Abu dhabi; Pipeline transport; Sour gas; Risk analysis (engineering); Corrosion; Engineering; Production (economics); Environmental science; Forensic engineering; Construction engineering; Waste management; Business; Natural gas; Environmental engineering; Materials science; Economics","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":[0.0001143658,0.0001150649,0.0001058312,0.0000821084,0.00009113409,0.0001063593,0.00005532462,0.00008383381,0.0001261089],"category_scores_gemma":[0.00001153692,0.000101551,0.00001997836,0.00004537587,0.00009513142,0.0002516879,0.00005457591,0.0001738528,0.00000857302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006442587,"about_ca_system_score_gemma":0.000009486502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007223667,"about_ca_topic_score_gemma":0.0001377006,"domain_scores_codex":[0.9993817,0.000009580307,0.0001768534,0.0001682982,0.0001567279,0.0001068086],"domain_scores_gemma":[0.9997833,0.00001432095,0.00001605638,0.00005180186,0.00007277542,0.00006172853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001063351,0.000178977,0.01442754,0.0005137041,0.0006632292,0.00002485793,0.004076652,0.001162099,0.02532376,0.8558356,0.0008558975,0.09683134],"study_design_scores_gemma":[0.002976384,0.000183401,0.7604686,0.001117275,0.0002306405,0.0004544967,0.004362321,0.02019933,0.03091041,0.1527268,0.02468791,0.00168245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895329,0.0003748914,0.004760225,0.002254602,0.0001328804,0.0001111755,0.000008368707,0.00007873073,0.002746223],"genre_scores_gemma":[0.9912057,0.002034646,0.006450825,0.00009977962,0.00006749372,0.00002107797,0.00005660373,0.000005173913,0.00005869069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7460411,"threshold_uncertainty_score":0.414113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007963384028945,"score_gpt":0.260553951212908,"score_spread":0.2404743173726185,"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."}}