{"meta":{"query_hash":"a1a37514aa54","filters":{"venue":"SPE Russian Oil and Gas Conference and Exhibition"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/a1a37514aa54","api":"https://metacan.xera.ac/api/v1/cohort?venue=SPE+Russian+Oil+and+Gas+Conference+and+Exhibition"},"results":[{"id":"W1973995224","doi":"10.2118/136006-ms","title":"Real-Time Bit Wear Optimization Using the Intelligent Drilling Advisory System","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Drill bit; Bit (key); Software; Rate of penetration; Drilling engineering; Offset (computer science); Computer science; Simulation; Engineering; Mechanical engineering","score_opus":0.01028370327776181,"score_gpt":0.1977145551278364,"score_spread":0.18743085185007458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973995224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54817814,0.00009865755,0.44415683,0.0000694365,0.000027096281,0.000095788295,0.0001439547,0.0038494365,0.003380617],"genre_scores_gemma":[0.97686994,0.000013138871,0.022409365,0.0000058167316,0.0000016681148,0.000022744018,0.000040274364,0.000020507901,0.0006166487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998442,0.000029060873,0.000009095504,0.000029781684,0.00007101148,0.000016858698],"domain_scores_gemma":[0.9996686,0.00011107845,0.000052963893,0.000036725414,0.000112317946,0.00001835293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003299501,0.00046533017,0.000456347,0.0004136525,0.00023504009,0.00048522957,0.00036196047,0.00028017545,0.0011342148],"category_scores_gemma":[0.000696849,0.00020889544,0.0001973449,0.00022888042,0.00012931749,0.00026395256,0.00022440481,0.00018854614,0.00017962026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050710083,0.00017482002,0.012504368,0.00013273224,0.000048889524,0.00012297039,0.00016208271,0.7190101,0.073918715,0.0003908371,0.00097565143,0.19205174],"study_design_scores_gemma":[0.000010838314,0.0000779018,0.0020105503,0.0000019541503,0.000008401023,0.000015133772,0.000013728013,0.99289155,0.004604033,0.000050159226,0.00030868815,0.000007097759],"about_ca_topic_score_codex":0.008889742,"about_ca_topic_score_gemma":0.0085664345,"teacher_disagreement_score":0.008889742,"about_ca_system_score_codex":0.0003402194,"about_ca_system_score_gemma":0.00045772156,"threshold_uncertainty_score":0.017675996},"labels":[],"label_agreement":null},{"id":"W1992043460","doi":"10.2118/138068-ru","title":"Mayskoe Oil Field Tymen Suite Tight Sands Reservoirs Development Strategies (Russian)","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Suite; Petroleum engineering; Tight oil; Geology; Oil sands; Field (mathematics); Tight gas; Oil field; Hydraulic fracturing; Archaeology; Paleontology; Geography","score_opus":0.014961808595468194,"score_gpt":0.24555869766330074,"score_spread":0.23059688906783254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992043460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49120256,0.0022918624,0.0054753455,0.0030588007,0.00027943065,0.0003069493,0.009188476,0.0004242522,0.4877723],"genre_scores_gemma":[0.6862514,0.0018237373,0.004333101,0.00014223566,0.000012925132,0.00008228562,0.0036310933,0.000083306804,0.3036399],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998797,0.000011838207,0.0000043737086,0.000015787098,0.000040987412,0.000047170735],"domain_scores_gemma":[0.999931,0.0000054857014,0.000006661346,0.000004569657,0.000026486785,0.00002584624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017932114,0.00025039483,0.00011003311,0.00063336623,0.00083401275,0.0009704049,0.0002483603,0.00023578914,0.014154164],"category_scores_gemma":[0.00021107677,0.00012487834,0.00018699943,0.00047158575,0.00015968413,0.0004500465,0.00081471825,0.00023479486,0.0014574768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016641747,0.00042918787,0.09648638,0.0008189214,0.00014364316,0.0023545912,0.002330224,0.04625352,0.038194563,0.0902549,0.18678269,0.53428715],"study_design_scores_gemma":[0.00009200299,0.00039841345,0.12933525,0.0002076024,0.00007217728,0.0003614737,0.003655805,0.0067994394,0.020098092,0.0028628826,0.8360728,0.000044124703],"about_ca_topic_score_codex":0.09071031,"about_ca_topic_score_gemma":0.24158205,"teacher_disagreement_score":0.09071031,"about_ca_system_score_codex":0.0018597798,"about_ca_system_score_gemma":0.0075500207,"threshold_uncertainty_score":0.18036467},"labels":[],"label_agreement":null},{"id":"W2022682351","doi":"10.2118/136248-ms","title":"Fracture-Based Strategies for Carbonate Reservoir Development","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Coring; Geology; Carbonate; Petrophysics; Petroleum engineering; Fracture (geology); Wireline; Reservoir engineering; Petroleum reservoir; Reservoir modeling; Reservoir simulation; Matrix (chemical analysis); Petrology; Porosity; Geotechnical engineering; Drilling; Engineering; Petroleum; Materials science","score_opus":0.011341546358217047,"score_gpt":0.2218089966029532,"score_spread":0.21046745024473615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022682351","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5985469,0.00044402215,0.36959127,0.0007696723,0.000024185967,0.0002686045,0.00026664065,0.000721318,0.029367337],"genre_scores_gemma":[0.95030624,0.00013492473,0.047291055,0.000023160454,0.0000027839378,0.0000528696,0.000068374255,0.000024290288,0.0020962516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997837,0.000043185166,0.000013415575,0.000047980524,0.00007477913,0.000037015106],"domain_scores_gemma":[0.99954444,0.00011018542,0.000095672156,0.000061167026,0.00014137621,0.000047137833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055303925,0.0003201322,0.00019434025,0.00094920665,0.00056975824,0.0010749691,0.0011808269,0.00044169987,0.0018953877],"category_scores_gemma":[0.0013005232,0.0002404931,0.00038463788,0.00048827444,0.00074956426,0.0008827746,0.0009463861,0.0003800865,0.00019603792],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009222799,0.00022672865,0.05233194,0.00033489286,0.00006818883,0.0016333231,0.0012442303,0.38758683,0.11515227,0.19162983,0.0016560288,0.24804348],"study_design_scores_gemma":[0.000018937691,0.0002457032,0.01766077,0.000074452706,0.000045924135,0.0007406424,0.001210559,0.84910345,0.062159076,0.052548874,0.016116774,0.00007484375],"about_ca_topic_score_codex":0.007511818,"about_ca_topic_score_gemma":0.011983852,"teacher_disagreement_score":0.007511818,"about_ca_system_score_codex":0.0017358996,"about_ca_system_score_gemma":0.0013653336,"threshold_uncertainty_score":0.014936209},"labels":[],"label_agreement":null},{"id":"W2026659491","doi":"10.2118/135903-ms","title":"Modeling Miscible Injection in Fractured Porous Media using Non-classical Simulation Approaches","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Viscous fingering; Porous medium; Displacement (psychology); Random walk; Mechanics; Computer science; Statistical physics; Computer simulation; Flow (mathematics); Diffusion; Simulation; Mathematics; Geology; Physics; Porosity; Geotechnical engineering; Thermodynamics","score_opus":0.03599194519361753,"score_gpt":0.2397033210328721,"score_spread":0.20371137583925455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026659491","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18249276,0.00020810755,0.81135887,0.00012214974,0.000044889344,0.00011988165,0.00012713476,0.0005271901,0.004999034],"genre_scores_gemma":[0.86386305,0.00019615196,0.13303156,0.000048551017,0.00001460184,0.00018879156,0.000096152005,0.00007701255,0.0024840736],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99981743,0.000051999403,0.000009550367,0.000027183512,0.00006818844,0.00002572508],"domain_scores_gemma":[0.999408,0.00036619382,0.00006141222,0.000049429,0.00008530325,0.000029681718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005151188,0.00040940763,0.0004196751,0.0005448989,0.0003177862,0.0005852322,0.0011392403,0.0010291203,0.00095341087],"category_scores_gemma":[0.001024157,0.00027119857,0.00060335844,0.00029255252,0.00065729587,0.0005723264,0.00060153456,0.00040434118,0.0001445766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001529268,0.000029761433,0.0004332126,0.000024428333,0.0000090259,0.000047617814,0.00002220353,0.98921853,0.0037230793,0.0041349838,0.000036178182,0.0023056422],"study_design_scores_gemma":[0.0000012839502,0.0000039120064,0.000035271678,7.5510064e-7,6.782739e-7,0.000003325724,0.0000015882725,0.99918383,0.00046081695,0.00024897215,0.000058214704,0.0000014212792],"about_ca_topic_score_codex":0.0073837987,"about_ca_topic_score_gemma":0.0041975696,"teacher_disagreement_score":0.0073837987,"about_ca_system_score_codex":0.000727497,"about_ca_system_score_gemma":0.00080892525,"threshold_uncertainty_score":0.014681637},"labels":[],"label_agreement":null},{"id":"W2038174424","doi":"10.2118/136256-ms","title":"Thermal Modeling for Characterization of Near Wellbore Zone and Zonal Allocation","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Joule–Thomson effect; Mechanics; Adiabatic process; Isothermal process; Fluid dynamics; Wellbore; Thermal; Permeability (electromagnetism); Volumetric flow rate; Geothermal gradient; Bandwidth throttling; Geology; Flow (mathematics); Petroleum engineering; Materials science; Thermodynamics; Chemistry; Geophysics; Physics","score_opus":0.008992320923786476,"score_gpt":0.20278839616768768,"score_spread":0.1937960752439012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038174424","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3930187,0.00020434293,0.6002003,0.000055087236,0.000014942471,0.000050751063,0.00025673132,0.00051723,0.0056819525],"genre_scores_gemma":[0.9847393,0.00005177258,0.01346782,0.0000034041816,0.0000021260346,0.000021349104,0.000082069026,0.00002393295,0.0016082049],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99989057,0.000023439501,0.0000045286397,0.00002930508,0.00003667053,0.00001546906],"domain_scores_gemma":[0.9998821,0.00003703358,0.000024335419,0.000021447706,0.000028135426,0.0000069918565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018620037,0.00030963568,0.00024528248,0.00034633483,0.00020274014,0.0006047771,0.00040070197,0.00027309684,0.0011402842],"category_scores_gemma":[0.00038277585,0.00017849634,0.0003081732,0.0003527425,0.00027555722,0.000665208,0.0002292976,0.0002191343,0.00018360067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031627034,0.000013173551,0.0022108718,0.000017409666,0.0000055681103,0.000021951097,0.000030854884,0.9751984,0.014421171,0.0019097779,0.00006893804,0.006070263],"study_design_scores_gemma":[0.000001076853,0.0000065506288,0.000778204,0.0000010145449,0.0000018684145,0.0000055294136,0.000007881014,0.99672085,0.0019635374,0.00029318559,0.00021727571,0.0000030282044],"about_ca_topic_score_codex":0.006625419,"about_ca_topic_score_gemma":0.0066296314,"teacher_disagreement_score":0.006625419,"about_ca_system_score_codex":0.0005426086,"about_ca_system_score_gemma":0.00044125353,"threshold_uncertainty_score":0.013173699},"labels":[],"label_agreement":null},{"id":"W2043494969","doi":"10.2118/136006-ru","title":"Real-Time Bit Wear Optimization Using the Intelligent Drilling Advisory System (Russian)","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bit (key); Drilling; Computer science; Advisory committee; Engineering; Mechanical engineering; Computer security","score_opus":0.010067691206283575,"score_gpt":0.19793746013815114,"score_spread":0.18786976893186758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043494969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52599776,0.0004722485,0.46172276,0.00019960394,0.00013403081,0.000091822265,0.00018194607,0.0032873554,0.007912412],"genre_scores_gemma":[0.9766964,0.00003491376,0.021815622,0.000013739756,0.000007976349,0.000018826713,0.000052273692,0.000028133516,0.0013320579],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998512,0.000028257606,0.000009158822,0.00003014186,0.00005794856,0.000023234254],"domain_scores_gemma":[0.9997342,0.00006841732,0.00003825797,0.000019817222,0.00011911034,0.000020229172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024129261,0.0004594688,0.00055959466,0.00039709004,0.00031597147,0.00047989245,0.0003143933,0.0002898299,0.0014878566],"category_scores_gemma":[0.0005134551,0.00021660209,0.00016578584,0.00026423458,0.00011779693,0.0002760084,0.0003079629,0.00020834366,0.00023799013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017149092,0.000262165,0.0073466385,0.0002849628,0.000067367946,0.00016310519,0.00019160454,0.35857657,0.10891821,0.0006965744,0.0030767634,0.5187011],"study_design_scores_gemma":[0.0000333914,0.0001788789,0.0031102698,0.0000036824206,0.000020680369,0.00003159671,0.000025301486,0.9873697,0.008397954,0.00014523831,0.0006720422,0.000011248354],"about_ca_topic_score_codex":0.0037437005,"about_ca_topic_score_gemma":0.006019138,"teacher_disagreement_score":0.0037437005,"about_ca_system_score_codex":0.0001750919,"about_ca_system_score_gemma":0.0004454139,"threshold_uncertainty_score":0.0074438453},"labels":[],"label_agreement":null},{"id":"W2051647265","doi":"10.2118/135127-ms","title":"Development and Application of a Scale Inhibitor for Electrical Submersible Pumps Suitable for Very Cold Weather","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Calcium carbonate; Artificial lift; Impeller; Environmental science; Heat exchanger; Scale (ratio); Petroleum engineering; Carbonate; Lift (data mining); Scaling; Deposition (geology); SCALE-UP; Materials science; Marine engineering; Mechanical engineering; Engineering; Computer science; Geology; Composite material; Metallurgy","score_opus":0.0123451294341222,"score_gpt":0.23044453350341626,"score_spread":0.21809940406929407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051647265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9159637,0.0065020584,0.06678527,0.0004612926,0.0004056836,0.0010571374,0.0005733252,0.0011075018,0.0071440325],"genre_scores_gemma":[0.94964343,0.0027919328,0.04030841,0.00017310104,0.00006414244,0.0002628666,0.00046803345,0.00011653796,0.0061714808],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99964833,0.000026479149,0.00002609345,0.000063298125,0.00018430337,0.000051464445],"domain_scores_gemma":[0.99964786,0.00003144973,0.00011177909,0.000023271237,0.0001122655,0.000073384224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039410213,0.0005070572,0.00036382015,0.00044336802,0.00026117114,0.00065708475,0.00058372726,0.0005827175,0.0013374806],"category_scores_gemma":[0.0005393706,0.00028040953,0.0005474829,0.00023773,0.00020958394,0.0004076837,0.00030463972,0.0006700835,0.00092231634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006617122,0.00008160963,0.00022021345,0.00013158878,0.000009557192,0.00006811785,0.000018366432,0.0002631586,0.9925033,0.0001020676,0.00015271686,0.0063831233],"study_design_scores_gemma":[0.000020130088,0.00086032937,0.0014335822,0.00001737024,0.00004016535,0.00012414549,0.000020009582,0.0027156563,0.9847504,0.000015039861,0.009989632,0.0000136495655],"about_ca_topic_score_codex":0.00079122576,"about_ca_topic_score_gemma":0.0009172785,"teacher_disagreement_score":0.0013374806,"about_ca_system_score_codex":0.00027292324,"about_ca_system_score_gemma":0.00042477483,"threshold_uncertainty_score":0.0044742823},"labels":[],"label_agreement":null},{"id":"W2055251878","doi":"10.2118/136038-ms","title":"First Successful Selective Tight Gas Reservoir Completion and Fracture Stimulation in Sarah Formation, Rub Al-Khali Empty Quarter of Saudi Arabia","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Drilling; Quarter (Canadian coin); Completion (oil and gas wells); Petroleum engineering; Geology; Permeability (electromagnetism); Fracture (geology); Engineering; Hydraulic fracturing; Paleontology; Mechanical engineering; Archaeology; Chemistry; History","score_opus":0.007969628918357202,"score_gpt":0.21907643420774506,"score_spread":0.21110680528938786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055251878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9965203,0.000046862562,0.0011458921,0.000044552515,0.0000050847757,0.000025922549,0.000051963973,0.00002239282,0.002137064],"genre_scores_gemma":[0.9975993,0.000024043215,0.0009978255,0.00000796025,0.0000010214318,0.0000040972104,0.000033836466,0.0000027869596,0.0013290506],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998287,0.000015694919,0.0000064683404,0.000025530333,0.000072606,0.00005108602],"domain_scores_gemma":[0.9998776,0.000018283108,0.000020892154,0.00001648567,0.000037671423,0.000029162207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021139499,0.00018366336,0.00026256056,0.0002955139,0.00081630156,0.00036862164,0.0002610208,0.00037469395,0.0009354464],"category_scores_gemma":[0.0003072116,0.00011831228,0.00017192659,0.00017719516,0.00041286048,0.00022247086,0.00065028365,0.0002894916,0.00019300124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018614082,0.00036922286,0.15556462,0.00030671188,0.00012869146,0.015126649,0.0069043688,0.016293453,0.67317104,0.0026855196,0.0014871582,0.12610105],"study_design_scores_gemma":[0.00011219712,0.0036294314,0.31200695,0.000059588467,0.00010715485,0.0050443807,0.010397285,0.02728815,0.6184638,0.0009178486,0.021889137,0.000084056606],"about_ca_topic_score_codex":0.008997903,"about_ca_topic_score_gemma":0.026655398,"teacher_disagreement_score":0.008997903,"about_ca_system_score_codex":0.00026302508,"about_ca_system_score_gemma":0.0007090157,"threshold_uncertainty_score":0.017891109},"labels":[],"label_agreement":null},{"id":"W2073041659","doi":"10.2118/135992-ms","title":"New Coriolis Based Multiphase Flow Meter For Heavy Oil Mature Fields","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metering mode; Metre; Multiphase flow; Thermal mass flow meter; Mass flow meter; Flow measurement; Petroleum engineering; Environmental science; Gas meter prover; Petroleum; Truck; Process engineering; Engineering; Automotive engineering; Mechanical engineering; Geology","score_opus":0.015028728759410264,"score_gpt":0.21633375186597864,"score_spread":0.20130502310656836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073041659","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30319804,0.0010264996,0.6630179,0.0007885904,0.00045002214,0.0010157464,0.0031247472,0.014574264,0.012804189],"genre_scores_gemma":[0.69635564,0.00026138185,0.2930569,0.00031654997,0.000053940843,0.00030919324,0.0007742834,0.00019635775,0.008675765],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992619,0.00008959955,0.000038567025,0.0001721044,0.0003984601,0.00003931449],"domain_scores_gemma":[0.9990398,0.00020629713,0.00017905653,0.00011012192,0.00040793692,0.000056801007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007455375,0.00052540225,0.00038883134,0.0012407936,0.0003095141,0.00045969224,0.0009836559,0.0005838049,0.0032924863],"category_scores_gemma":[0.000876268,0.00022817052,0.00018608855,0.0006606058,0.00027098405,0.0009461373,0.00041423124,0.00064830866,0.00093918166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032286646,0.00015853147,0.011656422,0.00024493845,0.000015378731,0.00013659272,0.00018071968,0.0022287688,0.79940224,0.0019385868,0.004314119,0.17940085],"study_design_scores_gemma":[0.00009678321,0.000591277,0.022022901,0.000040460724,0.000038690272,0.0004177615,0.0001359528,0.047617327,0.88463324,0.0006744027,0.043644015,0.000087139495],"about_ca_topic_score_codex":0.0012296694,"about_ca_topic_score_gemma":0.002507942,"teacher_disagreement_score":0.0032924863,"about_ca_system_score_codex":0.00079229707,"about_ca_system_score_gemma":0.0005574291,"threshold_uncertainty_score":0.011014521},"labels":[],"label_agreement":null}]}