{"meta":{"query_hash":"e7ef294b39b7","filters":{"venue":"SpringerBriefs in petroleum geoscience & engineering"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/e7ef294b39b7","api":"https://metacan.xera.ac/api/v1/cohort?venue=SpringerBriefs+in+petroleum+geoscience+%26+engineering"},"results":[{"id":"W2071293981","doi":"10.1007/978-3-030-00922-9_3","title":"Design, Modeling and Simulation of Post Combustion CO2 Capture Systems Using Reactive Solvents","year":2018,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in petroleum geoscience & engineering","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":34,"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 Regina","funders":"","keywords":"Process (computing); Combustion; Process engineering; Column (typography); Economizer; Process simulation; Process design; Engineering; Computer science; Mechanical engineering; Chemistry; Process integration","score_opus":0.018875732831975026,"score_gpt":0.21551663395161383,"score_spread":0.1966409011196388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071293981","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":[0.38688475,0.0020664763,0.5497435,0.0005593842,0.0001977517,0.0002905456,0.0005747961,0.00170048,0.05798236],"genre_scores_gemma":[0.9489474,0.0007185694,0.036509857,0.000049555187,0.00002461242,0.000233593,0.00021941644,0.00012011363,0.013176844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998983,0.000023255656,0.00000499939,0.000018427238,0.000036526668,0.000018558556],"domain_scores_gemma":[0.9998149,0.00011108634,0.000017119582,0.000014195082,0.000032796623,0.000009830312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017854144,0.0006081559,0.0006166682,0.00017933277,0.0004244567,0.00084399834,0.000790966,0.0007875278,0.002578757],"category_scores_gemma":[0.00039989184,0.00038904697,0.0006043827,0.00021639297,0.00043184185,0.00049268646,0.00045357746,0.00044759308,0.00043165067],"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":[0.00004963385,0.000024495203,0.00015999771,0.00005840767,0.000008479811,0.000024410481,0.000021686938,0.98533314,0.0071325875,0.0014901059,0.00019548835,0.0055015744],"study_design_scores_gemma":[0.000010840556,0.000036076064,0.000077604884,0.000002711085,0.0000038687117,0.0000059323843,0.000006536629,0.9956839,0.0030488265,0.00045214346,0.0006677421,0.000003863705],"about_ca_topic_score_codex":0.004558415,"about_ca_topic_score_gemma":0.0039429115,"teacher_disagreement_score":0.004558415,"about_ca_system_score_codex":0.00056836405,"about_ca_system_score_gemma":0.0007774304,"threshold_uncertainty_score":0.00906378},"labels":[],"label_agreement":null},{"id":"W2892529416","doi":"10.1007/978-3-030-00922-9_2","title":"Solvent Property of Amine Based Solvents","year":2018,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in petroleum geoscience & engineering","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":1,"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 Regina","funders":"","keywords":"Solvent; Solubility; Amine gas treating; Thermal diffusivity; Chemistry; Viscosity; Thermodynamics; Organic chemistry; Physics","score_opus":0.009776468465768398,"score_gpt":0.18754545250220497,"score_spread":0.17776898403643657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892529416","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7134189,0.12153899,0.016514072,0.0011685888,0.00083270797,0.000055770695,0.00090001617,0.00019912385,0.14537188],"genre_scores_gemma":[0.874036,0.03839927,0.0018094551,0.00021702064,0.00041240628,0.000032273365,0.0006606094,0.00007939311,0.0843535],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99989545,0.000011389466,0.0000037799223,0.00002112089,0.000047657293,0.00002053902],"domain_scores_gemma":[0.9999287,0.000033044846,0.000010360675,0.000005373341,0.000017001401,0.00000547534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013213076,0.00035267623,0.00020915193,0.0002741824,0.00017686331,0.00044002014,0.0003175,0.00024911444,0.0061488645],"category_scores_gemma":[0.00019677145,0.000110941604,0.00014508398,0.00028477414,0.0001820306,0.00079545926,0.00034262319,0.00045998264,0.001393329],"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":[0.0004132328,0.000074167234,0.0004982633,0.0010523447,0.000022777318,0.00044613972,0.00013072886,0.0017169284,0.86435866,0.014987567,0.0037719333,0.11252727],"study_design_scores_gemma":[0.000009268946,0.00046988414,0.001661383,0.000047833386,0.000016780932,0.00046007827,0.000062759515,0.003442137,0.9445711,0.002404379,0.04683348,0.000020981446],"about_ca_topic_score_codex":0.00034005014,"about_ca_topic_score_gemma":0.00028413086,"teacher_disagreement_score":0.0061488645,"about_ca_system_score_codex":0.00027219328,"about_ca_system_score_gemma":0.00010736369,"threshold_uncertainty_score":0.02057004},"labels":[],"label_agreement":null},{"id":"W4251343640","doi":"10.1007/978-3-030-00922-9","title":"Post-combustion CO2 Capture Technology","year":2018,"lang":"en","type":"book","venue":"SpringerBriefs in petroleum geoscience & engineering","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":8,"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 Regina","funders":"","keywords":"Combustion; Amine gas treating; Process engineering; Process (computing); Nanotechnology; Carbon fibers; Systems engineering; Chemistry; Biochemical engineering; Environmental science; Engineering; Computer science; Materials science; Organic chemistry","score_opus":0.0037075182447811597,"score_gpt":0.17939832955688187,"score_spread":0.1756908113121007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251343640","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051831115,0.14756037,0.08066401,0.0016351115,0.00632589,0.00015167205,0.0007608821,0.0014053035,0.7096657],"genre_scores_gemma":[0.17953108,0.07998289,0.0114818625,0.00047572778,0.0010548863,0.000061890634,0.000916762,0.00036078168,0.7261341],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998099,0.000003884169,0.000003694274,0.000031462718,0.00013258876,0.00001854821],"domain_scores_gemma":[0.99994814,0.000010341616,0.0000035390765,0.000011271031,0.00002199015,0.000004695535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008535953,0.00075791165,0.00035250597,0.00065520033,0.00033099388,0.001065015,0.00079602154,0.0006134988,0.013808885],"category_scores_gemma":[0.00014488836,0.00023739976,0.00029594215,0.0008534538,0.00038786174,0.001528013,0.0006783922,0.00093249645,0.006703012],"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":[0.00014137977,0.00015418351,0.00035551348,0.0017749284,0.000025801417,0.00035965853,0.00007980199,0.002319483,0.23142996,0.046786126,0.039151855,0.67742133],"study_design_scores_gemma":[0.000010378247,0.00015182793,0.0019484396,0.0001360332,0.00002211863,0.0009984634,0.000040657407,0.0031916066,0.27639952,0.00766508,0.70940596,0.00002981552],"about_ca_topic_score_codex":0.00072511384,"about_ca_topic_score_gemma":0.0012226077,"teacher_disagreement_score":0.013808885,"about_ca_system_score_codex":0.00059878407,"about_ca_system_score_gemma":0.00039970168,"threshold_uncertainty_score":0.04619527},"labels":[],"label_agreement":null},{"id":"W4254299034","doi":"10.1007/978-3-030-00922-9_4","title":"Solvent Management","year":2018,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in petroleum geoscience & engineering","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":1,"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 Regina","funders":"","keywords":"Degradation (telecommunications); Corrosion; Process plant; Pilot plant; Process engineering; Materials science; Environmental science; Waste management; Metallurgy; Engineering; Electrical engineering","score_opus":0.006407786056619367,"score_gpt":0.17911347871405958,"score_spread":0.1727056926574402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254299034","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006022525,0.0122774,0.037497666,0.0041334084,0.0018837171,0.00020546926,0.001412693,0.0026856102,0.93388146],"genre_scores_gemma":[0.03431896,0.011036664,0.010859476,0.0008010862,0.00051131373,0.00008676651,0.0021460126,0.00037565455,0.93986416],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945647,0.00003753351,0.00002171983,0.00009661313,0.0003177923,0.00006995892],"domain_scores_gemma":[0.9997187,0.00002526084,0.000020316345,0.00006130922,0.00013542584,0.000039001483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046821445,0.0007982004,0.00043555166,0.0014966242,0.0009546485,0.0030598596,0.0010888838,0.0010098307,0.09677528],"category_scores_gemma":[0.0006793918,0.00027557267,0.00039723355,0.0014617445,0.00039640735,0.0026087328,0.0016120317,0.0009548017,0.05601453],"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":[0.000081365084,0.00015972527,0.00040317315,0.0002997849,0.000014986287,0.00009563754,0.00010420496,0.00137324,0.007332169,0.041819297,0.17656273,0.7717537],"study_design_scores_gemma":[0.000006343191,0.000029761924,0.000351373,0.00009443511,0.000008667344,0.00009137476,0.00008070403,0.001600741,0.008101179,0.00850105,0.9811229,0.000011552817],"about_ca_topic_score_codex":0.0024397818,"about_ca_topic_score_gemma":0.0033308372,"teacher_disagreement_score":0.09677528,"about_ca_system_score_codex":0.0011581801,"about_ca_system_score_gemma":0.0017107943,"threshold_uncertainty_score":0.32374555},"labels":[],"label_agreement":null}]}