{"meta":{"query_hash":"54871eda208a","filters":{"venue":"Proceedings of SPE Improved Oil Recovery Symposium"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/54871eda208a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+SPE+Improved+Oil+Recovery+Symposium"},"results":[{"id":"W4237771282","doi":"10.2523/130096-ms","title":"The Effect of Reservoir Wettability on the Production Characteristics of the VAPEX Process","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Citation; Computer science; Information retrieval; Library science; Engineering; World Wide Web; Petroleum engineering","score_opus":0.0034578723758213214,"score_gpt":0.2057944619015073,"score_spread":0.20233658952568598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237771282","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":[0.987009,0.0024548662,0.0037839904,0.0001680514,0.000047870213,0.000039737988,0.0006541067,0.00013762272,0.0057048234],"genre_scores_gemma":[0.99667203,0.00074810575,0.000684174,0.000022130433,0.000007983566,0.000017507915,0.00023847476,0.000040083083,0.0015694407],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996437,0.000030436187,0.000028115792,0.000053143754,0.00017060516,0.00007400675],"domain_scores_gemma":[0.99904555,0.00045739717,0.00018582391,0.00004653584,0.00022098537,0.000043696367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041675026,0.00022875737,0.00030763424,0.00041684465,0.00030559968,0.0007850754,0.00024648584,0.00026839098,0.0026088546],"category_scores_gemma":[0.001252505,0.00020177147,0.0003839671,0.00044243142,0.000207872,0.0007879313,0.00036453773,0.00052519544,0.0004347853],"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":[0.0009776106,0.00008683831,0.0049294587,0.00034419948,0.000034951194,0.000380892,0.0001876561,0.005451124,0.9644099,0.0003892935,0.000741799,0.022066265],"study_design_scores_gemma":[0.000012800871,0.0006112236,0.018407928,0.00001609922,0.000038790888,0.00013968522,0.00013171673,0.010135613,0.96825916,0.00012742452,0.002094722,0.000024806071],"about_ca_topic_score_codex":0.0017026666,"about_ca_topic_score_gemma":0.0019363915,"teacher_disagreement_score":0.0026088546,"about_ca_system_score_codex":0.00047431435,"about_ca_system_score_gemma":0.00029004662,"threshold_uncertainty_score":0.0087275505},"labels":[],"label_agreement":null},{"id":"W4237977413","doi":"10.2523/129691-ms","title":"Impact of Distillation on the Combustion Kinetics of High Pressure Air Injection (HPAI)","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":15,"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 Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vaporization; Distillation; Combustion; Chemistry; Evaporation; Light crude oil; Secondary air injection; Condensation; Thermodynamics; Organic chemistry","score_opus":0.005341357842702818,"score_gpt":0.2190022124796812,"score_spread":0.2136608546369784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237977413","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":[0.99633163,0.00038163576,0.0020810969,0.000029752437,0.0000140074635,0.000016481641,0.00020195647,0.00008701361,0.0008565107],"genre_scores_gemma":[0.99760276,0.0002921159,0.0012902681,0.000013673106,0.0000045167917,0.000010042419,0.00016438088,0.00003124708,0.000590985],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996057,0.000035351106,0.000017012646,0.00008974894,0.00018849997,0.00006367826],"domain_scores_gemma":[0.99956673,0.00022086609,0.00008410181,0.000028630306,0.000076422504,0.000023273655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004315698,0.00033647305,0.00041592927,0.00024110243,0.00024960563,0.0004121625,0.00032761428,0.0002699724,0.0013104042],"category_scores_gemma":[0.00070732745,0.00022180729,0.0002901506,0.00028020883,0.00044215398,0.00059489993,0.00028064195,0.00059226976,0.0002646087],"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":[0.00028714252,0.00005017987,0.0014846601,0.00011378036,0.00000974184,0.000078891106,0.000076192875,0.0006193306,0.99379385,0.0000900908,0.000024208677,0.0033720192],"study_design_scores_gemma":[0.00000473705,0.00020036481,0.005981868,0.0000032091295,0.0000062062395,0.0000367319,0.00003688323,0.0024686272,0.9908805,0.0000201053,0.00035272582,0.000008006311],"about_ca_topic_score_codex":0.0017097392,"about_ca_topic_score_gemma":0.0018803745,"teacher_disagreement_score":0.0017097392,"about_ca_system_score_codex":0.00040310572,"about_ca_system_score_gemma":0.00027219692,"threshold_uncertainty_score":0.004383743},"labels":[],"label_agreement":null},{"id":"W4238787242","doi":"10.2523/129694-ms","title":"On the Relationship between Completion Design, Reservoir Characteristics, and Steam Conformance Achieved in Steam-based Recovery Processes such as SAGD","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Enhanced Oil Recovery Techniques","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":"Citation; Petroleum; Engineering; Steam-assisted gravity drainage; Petroleum engineering; Asphalt; Oil sands; Library science; Computer science; Archaeology; Geography; Geology","score_opus":0.018646100444693586,"score_gpt":0.2345226196590727,"score_spread":0.21587651921437911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238787242","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":[0.9472089,0.001252868,0.035637695,0.00048439953,0.00003665646,0.00010983559,0.00036055254,0.00024124031,0.014667768],"genre_scores_gemma":[0.9943778,0.00034758693,0.002342243,0.000021042413,0.000008197178,0.000028306858,0.00021151411,0.000041032865,0.0026222332],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99906176,0.0001771983,0.00006196006,0.00016554733,0.00042868784,0.00010489163],"domain_scores_gemma":[0.99041486,0.0058316723,0.0017225359,0.00037295427,0.0013665188,0.0002913974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016149238,0.00023782431,0.00035151414,0.0009890076,0.00039100493,0.0010495291,0.0003662668,0.00033736115,0.0030742968],"category_scores_gemma":[0.0112394625,0.00021055015,0.00031675986,0.00081902585,0.0005503734,0.0013118827,0.000861542,0.0006856704,0.00047827928],"study_design_candidate":"observational","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":[0.0041044974,0.0007329301,0.32563785,0.00084429595,0.00023288083,0.000970583,0.002033282,0.22333542,0.084246896,0.021594372,0.0058432417,0.33042386],"study_design_scores_gemma":[0.0001189611,0.0036157793,0.55813414,0.00014374856,0.00027613647,0.0004689206,0.0024974204,0.24077891,0.15093635,0.026302913,0.01646255,0.00026414377],"about_ca_topic_score_codex":0.002855331,"about_ca_topic_score_gemma":0.003574019,"teacher_disagreement_score":0.0030742968,"about_ca_system_score_codex":0.0009145906,"about_ca_system_score_gemma":0.00061454077,"threshold_uncertainty_score":0.010284543},"labels":[],"label_agreement":null},{"id":"W4241021466","doi":"10.2523/130050-ms","title":"Interfacial Stability and Displacement Efficiency in Thermal Solvent Processes","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Enhanced Oil Recovery Techniques","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":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Solvent; Steam-assisted gravity drainage; Asphalt; Oil sands; Viscosity; Buoyancy; Superheated steam; Surface tension; Petroleum engineering; Viscous fingering; Chemistry; Materials science; Mixing (physics); Steam injection; Instability; Chemical engineering; Thermodynamics; Mechanics; Boiler (water heating); Composite material; Geology; Organic chemistry; Porous medium","score_opus":0.005250763069197468,"score_gpt":0.20752204680568617,"score_spread":0.2022712837364887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241021466","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":[0.9925782,0.0008143669,0.005327817,0.000025637917,0.0000054693614,0.000006987139,0.000026935035,0.000024601932,0.0011899661],"genre_scores_gemma":[0.99907804,0.00016501159,0.00043470986,0.0000028160766,0.000001735075,0.0000038285716,0.000022368167,0.0000040361024,0.00028743013],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998708,0.000012695936,0.000008219751,0.00003517053,0.000043597207,0.000029473702],"domain_scores_gemma":[0.9997557,0.00010358542,0.000059571186,0.000014832501,0.00005036199,0.000015871681],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020669033,0.00015800714,0.00014797386,0.00039973445,0.00021907077,0.0004287245,0.0002188261,0.00020210515,0.0013907288],"category_scores_gemma":[0.00061613065,0.00011791582,0.00015159918,0.000280862,0.0003368152,0.00054731726,0.0003290112,0.00023316698,0.00019058061],"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":[0.00022934348,0.000035760513,0.0027341715,0.0001055981,0.000011277747,0.00010227074,0.00013364696,0.0048362617,0.97897846,0.002121049,0.000045218025,0.010666948],"study_design_scores_gemma":[0.0000072531234,0.00013901661,0.0033404613,0.000005906451,0.000013239041,0.000049775954,0.00008066885,0.036888618,0.9584782,0.000485724,0.0005010252,0.000010099172],"about_ca_topic_score_codex":0.0006612023,"about_ca_topic_score_gemma":0.00047011045,"teacher_disagreement_score":0.0013907288,"about_ca_system_score_codex":0.00034806694,"about_ca_system_score_gemma":0.00012240268,"threshold_uncertainty_score":0.0046524405},"labels":[],"label_agreement":null},{"id":"W4245692155","doi":"10.2523/129660-ms","title":"A Comprehensive Kinetic Theory to Model Thermolysis, Aquathermolysis, Gasification, Combustion, and Oxidation of Athabasca Bitumen","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":16,"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":"Asphalt; Oil sands; Combustion; Cracking; Hydrogen; Pyrolysis; Waste management; Synthetic crude; Environmental science; Methane; Raw material; Thermal decomposition; Hydrogen production; Chemical engineering; Fossil fuel; Process engineering; Chemistry; Materials science; Unconventional oil; Organic chemistry; Engineering","score_opus":0.006976545256468615,"score_gpt":0.21850855528063615,"score_spread":0.21153201002416752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245692155","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11906488,0.0064482815,0.7343737,0.002533469,0.000553729,0.00039386252,0.001686183,0.0005389108,0.13440698],"genre_scores_gemma":[0.8925285,0.0047514653,0.037659828,0.00026231265,0.00008892183,0.0007294392,0.0009510946,0.00013459886,0.06289389],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998903,0.000015047212,0.0000062615545,0.000016576134,0.000045412962,0.00002632648],"domain_scores_gemma":[0.9999213,0.000024545987,0.000009974177,0.0000061688097,0.000030867675,0.00000707441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034606137,0.0010924372,0.00069459836,0.00058977515,0.00087732077,0.00093589345,0.0013406919,0.0010874801,0.0023689058],"category_scores_gemma":[0.00031714636,0.00035986732,0.0007831716,0.00062231533,0.00064362824,0.0008830501,0.0005901747,0.0010604099,0.0006495725],"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":[0.000016456977,0.000038448783,0.00038475177,0.0001259495,0.0000146876455,0.000114655464,0.00007065376,0.9145868,0.0048576714,0.07377962,0.0010731682,0.0049372255],"study_design_scores_gemma":[0.000006852878,0.000015962698,0.00024807412,0.000014678218,0.000010556577,0.00002408402,0.000026681066,0.98713803,0.00090418116,0.007991022,0.0036071502,0.000012769],"about_ca_topic_score_codex":0.06949361,"about_ca_topic_score_gemma":0.03829257,"teacher_disagreement_score":0.06949361,"about_ca_system_score_codex":0.0027868873,"about_ca_system_score_gemma":0.0028616441,"threshold_uncertainty_score":0.13817817},"labels":[],"label_agreement":null},{"id":"W4251096991","doi":"10.2523/130011-ms","title":"Pore-Level Investigation of Heavy Oil and Bitumen Recovery Using Hybrid SAGD Process","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Enhanced Oil Recovery Techniques","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":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Citation; Steam-assisted gravity drainage; Process (computing); Asphalt; Computer science; Oil sands; Engineering; Environmental science; Petroleum engineering; Library science; Archaeology; Geography","score_opus":0.011046033502019248,"score_gpt":0.22144021554816853,"score_spread":0.2103941820461493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251096991","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":[0.98272187,0.00097549957,0.01198019,0.000117686395,0.000026965017,0.00006824632,0.00048768448,0.00020247886,0.003419465],"genre_scores_gemma":[0.98993,0.0005103162,0.0068743587,0.000052617306,0.0000040069867,0.0000217726,0.00018310489,0.000029601499,0.0023942096],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99957806,0.00002246648,0.000018001336,0.000044715656,0.00029299062,0.00004376663],"domain_scores_gemma":[0.99974066,0.00007065032,0.00003870284,0.000021385036,0.000113480826,0.000015107505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032599227,0.0001750158,0.0004406504,0.00061150896,0.00026413356,0.0004834245,0.0003190895,0.00048594474,0.0018167633],"category_scores_gemma":[0.00037449348,0.00017512163,0.000337588,0.0004976215,0.0004150787,0.000575721,0.00056922034,0.00055772375,0.00036201585],"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":[0.00019679463,0.000025115374,0.00079877913,0.00012538518,0.000006802756,0.0000954588,0.00009494692,0.00033431788,0.9924879,0.00016343377,0.000090711714,0.005580455],"study_design_scores_gemma":[0.000008577526,0.00023866208,0.0030119864,0.000006866512,0.0000130822355,0.000083271974,0.0001406874,0.0023394462,0.99252725,0.00007116274,0.0015488364,0.000010221223],"about_ca_topic_score_codex":0.0012064369,"about_ca_topic_score_gemma":0.0018507456,"teacher_disagreement_score":0.0018167633,"about_ca_system_score_codex":0.00039526343,"about_ca_system_score_gemma":0.0002477839,"threshold_uncertainty_score":0.006077647},"labels":[],"label_agreement":null},{"id":"W4254467301","doi":"10.2523/129686-ms","title":"Reservoir Simulation of Steam Fracturing in Early Cycle Cyclic Steam Stimulation","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"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":"Citation; Engineering; Steam injection; Petroleum engineering; Library science; Computer science","score_opus":0.004922574800108255,"score_gpt":0.21554152080790184,"score_spread":0.2106189460077936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254467301","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":[0.93030125,0.00030919112,0.0193448,0.0007777617,0.00010461411,0.00009217542,0.0020247847,0.00071894506,0.04632662],"genre_scores_gemma":[0.9935213,0.000079407204,0.0024650118,0.00003450415,0.0000057117104,0.000044353248,0.00045989963,0.000060833696,0.0033290104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999881,0.000023893874,0.0000066141774,0.000012873144,0.000033371904,0.00004228629],"domain_scores_gemma":[0.9993074,0.00043926368,0.000040731622,0.00002908402,0.00010979932,0.000073638694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000221097,0.00031961498,0.0006678613,0.00045181147,0.00044208489,0.00075345405,0.00076231745,0.0013304929,0.0064848065],"category_scores_gemma":[0.0014767564,0.00034512303,0.000649936,0.000545016,0.000532797,0.0006010163,0.00074046577,0.00076995743,0.00037311172],"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":[0.000119487486,0.00004539794,0.001683813,0.00004057215,0.000014000183,0.00010129018,0.000030498739,0.9932406,0.0009870686,0.0012738125,0.0005926488,0.001870767],"study_design_scores_gemma":[0.000021345248,0.000023915805,0.0003133426,0.0000035967928,0.0000036240592,0.0000073954284,0.000026051157,0.99866116,0.00037644707,0.00025638894,0.0003020637,0.0000045745296],"about_ca_topic_score_codex":0.025371682,"about_ca_topic_score_gemma":0.019318676,"teacher_disagreement_score":0.025371682,"about_ca_system_score_codex":0.0007312281,"about_ca_system_score_gemma":0.0012810786,"threshold_uncertainty_score":0.050448},"labels":[],"label_agreement":null}]}