{"id":"W2915612278","doi":"10.2118/1114-0138-jpt","title":"Technology Focus: Offshore Production (November 2014)","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Submarine pipeline; Separator (oil production); Engineering; Produced water; Natural gas field; Petroleum engineering; Production (economics); Oil production; Gas lift; Marine engineering; Environmental science; Natural gas; Waste management","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":[0.0004446895,0.0002079722,0.0004183462,0.001783436,0.00005798217,0.00001578558,0.0004175769,0.0004470923,0.00005332706],"category_scores_gemma":[0.0002314737,0.0001841371,0.0001032657,0.0006336094,0.0001904583,0.0002152521,0.00005590628,0.0008569086,0.00006249436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067573,"about_ca_system_score_gemma":0.0000228017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001069364,"about_ca_topic_score_gemma":0.000005877202,"domain_scores_codex":[0.9986728,0.00002253035,0.000575526,0.0002064226,0.0001977327,0.0003250291],"domain_scores_gemma":[0.9989729,0.00001368916,0.0002416084,0.000456017,0.0002622866,0.00005350849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005056512,0.0001832343,0.0088443,0.0001126191,0.0002497938,0.00003254366,0.00005566454,0.002526073,0.1318109,0.008398145,0.1316492,0.7160869],"study_design_scores_gemma":[0.000413449,0.0006437325,0.0003803325,0.00007348775,0.00005474002,0.00171891,0.0001400098,0.0003538686,0.6719558,0.06096552,0.2630026,0.000297619],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9267201,0.00414307,0.02091753,0.03570175,0.003700746,0.0001644078,0.000002728244,0.003333479,0.005316235],"genre_scores_gemma":[0.989822,0.0004811591,0.008631113,0.00002506208,0.0006173847,0.0000127054,5.5851e-7,0.0000455784,0.000364463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7157893,"threshold_uncertainty_score":0.7508892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003867009628236755,"score_gpt":0.2043704036939897,"score_spread":0.200503394065753,"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."}}