{"meta":{"query_hash":"bb44d0199cc9","filters":{"venue":"Journal of Unconventional Oil and Gas Resources"},"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/bb44d0199cc9","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Unconventional+Oil+and+Gas+Resources"},"results":[{"id":"W1448737132","doi":"10.1016/j.juogr.2015.08.001","title":"Gas transport and storage capacity in shale gas reservoirs – A review. Part A: Transport processes","year":2015,"lang":"en","type":"article","venue":"Journal of Unconventional Oil and Gas Resources","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":260,"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":"Porous medium; Oil shale; Petroleum engineering; Compressibility; Poromechanics; Geology; Fluid dynamics; Permeability (electromagnetism); Petrology; Shale gas; Porosity; Geotechnical engineering; Mechanics; Chemistry","score_opus":0.032414377767537965,"score_gpt":0.2319388144627521,"score_spread":0.19952443669521414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1448737132","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008704177,0.99860877,0.00015549011,0.00008267537,0.000043753225,0.0000015939497,0.000026509491,0.0000029026917,0.00020797412],"genre_scores_gemma":[0.00441085,0.9951681,0.00010648771,0.000025002571,0.00009720017,0.0000030877043,0.000035878424,0.0000013872148,0.00015205266],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99970263,0.000040573625,0.00005956155,0.000090503374,0.0000804791,0.000026192653],"domain_scores_gemma":[0.9987178,0.0008232485,0.0001991494,0.000024273835,0.0002117215,0.0000238186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009069623,0.0009622749,0.0019093243,0.0021020023,0.00019627508,0.001152065,0.001078919,0.0011385161,0.0013868562],"category_scores_gemma":[0.0015422711,0.0005658975,0.00073578703,0.0033488492,0.000519891,0.003292676,0.00054817484,0.00055916945,0.00057379296],"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":[0.00041308554,0.00016695641,0.002087397,0.06331371,0.00062848395,0.00033672914,0.00014599519,0.005884333,0.008709465,0.0054727686,0.014866449,0.89797455],"study_design_scores_gemma":[0.0000762681,0.0013029916,0.016175535,0.018726934,0.0024465134,0.0031578848,0.00067987264,0.007513585,0.030067697,0.008196967,0.9113868,0.00026897038],"about_ca_topic_score_codex":0.002202938,"about_ca_topic_score_gemma":0.0018919854,"teacher_disagreement_score":0.002202938,"about_ca_system_score_codex":0.0006524514,"about_ca_system_score_gemma":0.0012700382,"threshold_uncertainty_score":0.004796505},"labels":[],"label_agreement":null},{"id":"W2157265527","doi":"10.1016/j.juogr.2013.11.005","title":"Displacement of water by gas in propped fractures: Combined effects of gravity, surface tension, and wettability","year":2013,"lang":"en","type":"article","venue":"Journal of Unconventional Oil and Gas Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":60,"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 Alberta","funders":"","keywords":"Displacement (psychology); Wetting; Surface tension; Dimensionless quantity; Hydraulic fracturing; Fracture (geology); Geology; Geotechnical engineering; Materials science; Vertical displacement; Mechanics; Petroleum engineering; Composite material; Thermodynamics","score_opus":0.0025464642697513758,"score_gpt":0.1925156879973677,"score_spread":0.18996922372761632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157265527","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":[0.998628,0.000026320866,0.0009414347,0.000024848496,0.0000032216828,0.0000032763608,0.000039131784,0.0000142369545,0.0003195545],"genre_scores_gemma":[0.9995604,0.000014748703,0.00017095607,0.0000024167232,0.0000010050459,0.0000017270702,0.00001752613,0.0000031132213,0.0002280085],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99995315,0.0000038316502,0.0000023329223,0.000008618222,0.000012843904,0.000019131632],"domain_scores_gemma":[0.9998826,0.00005194252,0.000020116737,0.0000066202774,0.000021512467,0.000017262575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010820257,0.00017438082,0.00015972707,0.00036609135,0.00029795163,0.00035591316,0.0004398144,0.00034494014,0.0020088856],"category_scores_gemma":[0.0004403854,0.00021441396,0.00020170952,0.00025640312,0.0005843535,0.00046271182,0.00028221295,0.0003262258,0.00013504917],"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":[0.0017571711,0.00029518243,0.058909614,0.00016852995,0.000065198285,0.0019512145,0.0005246619,0.2707688,0.63132244,0.004069738,0.00057276175,0.029594732],"study_design_scores_gemma":[0.00007276169,0.00043146175,0.037549023,0.000013454464,0.000030001893,0.00021599262,0.00080075354,0.7733855,0.18609233,0.0009354394,0.00041934682,0.000053939842],"about_ca_topic_score_codex":0.009074273,"about_ca_topic_score_gemma":0.0073098084,"teacher_disagreement_score":0.009074273,"about_ca_system_score_codex":0.0005233188,"about_ca_system_score_gemma":0.00043873803,"threshold_uncertainty_score":0.018042922},"labels":[],"label_agreement":null},{"id":"W2258399182","doi":"10.1016/j.juogr.2016.01.001","title":"Utilizing smear mounts for X-ray diffraction as a fully quantitative approach in rapidly characterizing the mineralogy of shale gas reservoirs","year":2016,"lang":"en","type":"article","venue":"Journal of Unconventional Oil and Gas Resources","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); University of British Columbia","funders":"","keywords":"Oil shale; Crystallite; Mineralogy; Materials science; Analytical Chemistry (journal); Sample preparation; Phase (matter); Geology; Chemistry; Chromatography; Metallurgy","score_opus":0.021752278276111866,"score_gpt":0.25082479209583414,"score_spread":0.22907251381972227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258399182","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56823575,0.00092746184,0.42137593,0.00027673793,0.00011262746,0.00017439143,0.0009219915,0.0023131033,0.0056619877],"genre_scores_gemma":[0.5975312,0.00092633476,0.39494464,0.00013637285,0.000023226747,0.0001361935,0.00055697723,0.00039835845,0.005346706],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997876,0.000024956744,0.00002511365,0.000044791534,0.00009104366,0.0000264294],"domain_scores_gemma":[0.9990313,0.00035179278,0.00012783689,0.00020904785,0.00022747657,0.000052670148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073597045,0.0004296266,0.0002217855,0.00075171347,0.00038077103,0.00088089495,0.00060487766,0.00036551143,0.0027160405],"category_scores_gemma":[0.0011919212,0.0005721557,0.00015625835,0.00037820195,0.0006171221,0.0006452122,0.00066356326,0.0005377403,0.00043849513],"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":[0.000049565846,0.000011456448,0.0017671495,0.00005499158,0.000006620172,0.000040032144,0.000059713122,0.00032326882,0.9920506,0.00034828114,0.00007522252,0.0052130986],"study_design_scores_gemma":[0.000017508575,0.00019886425,0.017313205,0.000025975241,0.000037684844,0.00039271358,0.00022825135,0.013630818,0.9616504,0.0003588662,0.0061245477,0.000021131178],"about_ca_topic_score_codex":0.0022245825,"about_ca_topic_score_gemma":0.013102471,"teacher_disagreement_score":0.0027160405,"about_ca_system_score_codex":0.00023366392,"about_ca_system_score_gemma":0.00071261206,"threshold_uncertainty_score":0.009086013},"labels":[],"label_agreement":null},{"id":"W2328079295","doi":"10.1016/j.juogr.2016.03.004","title":"Laboratory and field analysis of flowback water from gas shales","year":2016,"lang":"en","type":"article","venue":"Journal of Unconventional Oil and Gas Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Imbibition; Oil shale; Potassium; Chemistry; Leaching (pedology); Sodium; Dissolution; Ion exchange; Barium; Salinity; Salt (chemistry); Brackish water; Mineralogy; Geology; Environmental chemistry; Ion; Inorganic chemistry; Soil science; Soil water","score_opus":0.004583105857629679,"score_gpt":0.19493022232178897,"score_spread":0.1903471164641593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328079295","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":[0.9976648,0.00003515182,0.0014012298,0.00003126742,0.000006647733,0.000029733492,0.00020658433,0.000032659776,0.00059192703],"genre_scores_gemma":[0.99720556,0.00006372085,0.0014302615,0.00001919305,0.00000594183,0.00003410234,0.00022136272,0.0000106308935,0.0010091251],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9997898,0.000030782314,0.0000152452085,0.000051516115,0.00008195889,0.00003071835],"domain_scores_gemma":[0.99956983,0.00016923594,0.000045989433,0.000023359557,0.00015892819,0.000032613756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003265422,0.00025361707,0.00027984896,0.000398713,0.00089756044,0.0005573648,0.00038890977,0.00058110437,0.0011358925],"category_scores_gemma":[0.0005781064,0.0001624671,0.00023099911,0.00026371083,0.0005585209,0.0007051932,0.00021691002,0.00048794452,0.00019027849],"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":[0.00079761574,0.00079414406,0.027339907,0.00009980252,0.000017995086,0.00018767554,0.00042307153,0.0024696523,0.9536767,0.0002327313,0.00032300758,0.013637759],"study_design_scores_gemma":[0.000176134,0.0025134317,0.07752614,0.000029123274,0.000052089694,0.00018403721,0.0011696371,0.026808403,0.88891876,0.00048508667,0.0020852427,0.000051887404],"about_ca_topic_score_codex":0.009866384,"about_ca_topic_score_gemma":0.012380385,"teacher_disagreement_score":0.009866384,"about_ca_system_score_codex":0.0006961713,"about_ca_system_score_gemma":0.000811391,"threshold_uncertainty_score":0.019617915},"labels":[],"label_agreement":null}]}