{"id":"W2133469246","doi":"10.2118/100590-ms","title":"The Tools, Techniques, and Advantages Involved in Combining Compression and Plunger Lift in Low-Rate Gas Wells","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Plunger; Lift (data mining); Gas lift; Petroleum engineering; Natural gas; Compression (physics); Geology; Computer science; Engineering; Materials science; Mechanical engineering; Waste management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001867034,0.0004773221,0.0002790364,0.001155248,0.0008272676,0.001417133,0.0006940197,0.0006130835,0.001881797],"category_scores_gemma":[0.00176465,0.0004998361,0.000368196,0.0007832797,0.00118673,0.002482404,0.000887451,0.001268842,0.0007823149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004961608,"about_ca_system_score_gemma":0.0006431717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001586445,"about_ca_topic_score_gemma":0.004174845,"domain_scores_codex":[0.9988857,0.0001900286,0.00007490045,0.00008309103,0.0006807226,0.00008559024],"domain_scores_gemma":[0.9989358,0.0004835512,0.0001553915,0.0001385674,0.0002301285,0.00005648073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003766553,0.000245677,0.006073925,0.001322601,0.00004144503,0.001494074,0.0004815525,0.007452835,0.5093123,0.01041726,0.001563216,0.4612184],"study_design_scores_gemma":[0.00009799869,0.001512427,0.01662028,0.0005688378,0.0001415053,0.01378573,0.00109987,0.03443211,0.8419633,0.01258221,0.07688715,0.0003086518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3148307,0.02840417,0.6216258,0.002800052,0.0003900438,0.0004113727,0.0001342936,0.001197059,0.03020659],"genre_scores_gemma":[0.4217626,0.01379912,0.5583484,0.0001722391,0.0001778237,0.0001252881,0.00009303963,0.0001005719,0.005421015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001881797,"threshold_uncertainty_score":0.009873986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003822703488690375,"score_gpt":0.2013352709257784,"score_spread":0.197512567437088,"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."}}