{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"e60cfbb9db0b","filters":{"venue":"Unconventional Resources"}},"results":[{"id":"W4396534045","doi":"10.1016/j.uncres.2024.100090","title":"Diagenetic characteristics and microscopic pore evolution of deep shale gas reservoirs in Longmaxi Formation, Southeastern Sichuan basin, China","year":2024,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petro-Canada","funders":"","keywords":"Diagenesis; Geology; Shale gas; Oil shale; Sichuan basin; Structural basin; Geochemistry; China; Petrology; Geomorphology; Paleontology; Archaeology; Geography","authors":[{"name":"Chang’an Shan","is_ca":false},{"name":"Yakun Shi","is_ca":false},{"name":"Xing Liang","is_ca":true},{"name":"Lei Zhang","is_ca":true},{"name":"Gaocheng Wang","is_ca":true},{"name":"Liwei Jiang","is_ca":true},{"name":"Chen Zou","is_ca":true},{"name":"Fangyu He","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006072874966890488,"gpt":0.2053200360288825,"spread":0.199247161061992,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118437,0.0001807859,0.0001540099,0.0008985645,0.0004678502,0.0003163968,0.0002204606,0.0002026443,0.0004732783],"category_scores_gemma":[0.000133139,0.0001729932,0.0001911375,0.0004880904,0.0003210234,0.0003207832,0.0002484636,0.00008602559,0.00003392596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005528898,"about_ca_system_score_gemma":0.000489164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03189926,"about_ca_topic_score_gemma":0.04860022,"domain_scores_codex":[0.9999212,0.000004640909,0.000007127297,0.00002458642,0.00002154403,0.00002079812],"domain_scores_gemma":[0.9999176,0.000009760527,0.00002273808,0.000003765725,0.00002502463,0.00002104048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00023293,0.0000916201,0.8389626,0.0000961987,0.0000700046,0.001016595,0.001591824,0.004550118,0.1419623,0.000385042,0.0001412238,0.01089955],"study_design_scores_gemma":[0.00000435152,0.00002869394,0.9945691,0.000002400565,0.000009432796,0.00007318644,0.0002470398,0.002553217,0.002350975,0.00002940818,0.0001247934,0.000007370472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998035,0.00001722288,0.00004062441,0.000002928226,3.004471e-7,0.000001365492,0.00003571796,0.000003617518,0.00009469171],"genre_scores_gemma":[0.9997378,0.0000152688,0.00005114362,0.000001674212,5.9164e-7,0.000002371942,0.00006697822,6.684459e-7,0.0001235117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03189926,"threshold_uncertainty_score":0.06342721,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388681906","doi":"10.1016/j.uncres.2023.100069","title":"Identification of natural fractures in shale gas reservoirs using fracture signature function and machine learning models","year":2023,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Support vector machine; Artificial intelligence; Machine learning; Random forest; Artificial neural network; Computer science; Fracture (geology); Identification (biology); Decision tree; Geology; Data mining; Geotechnical engineering","authors":[{"name":"Atif Ismail","is_ca":true},{"name":"Farshid Torabi","is_ca":true},{"name":"Saman Azadbakht","is_ca":true},{"name":"Qamar Yasin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01538026245831407,"gpt":0.2340640501067957,"spread":0.2186837876484816,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005576719,0.0005954706,0.0004068282,0.001272791,0.0002471485,0.0005284643,0.0004736809,0.0006328383,0.0003407367],"category_scores_gemma":[0.001111236,0.0002635708,0.0007890535,0.000574425,0.0002823865,0.0008151146,0.0003135602,0.0005228482,0.0001306433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007275489,"about_ca_system_score_gemma":0.0008130345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.015572,"about_ca_topic_score_gemma":0.0215162,"domain_scores_codex":[0.9997875,0.00003360796,0.00001619947,0.00005906103,0.00007018293,0.00003338549],"domain_scores_gemma":[0.9995925,0.0001575005,0.00009459086,0.00002541696,0.00011176,0.00001827138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001077282,0.0001362882,0.05608537,0.00006037626,0.00004876533,0.0002104354,0.00005761374,0.843367,0.009862233,0.000782745,0.0003928315,0.0888887],"study_design_scores_gemma":[9.395629e-7,0.0000105356,0.002872766,0.000002133476,0.000002827931,0.00001215235,0.00001048581,0.9956403,0.001196229,0.0002096901,0.00003743205,0.000004556067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8149811,0.000360636,0.1826719,0.0001657727,0.00002011917,0.00004959263,0.0002633029,0.0005479463,0.0009395812],"genre_scores_gemma":[0.9769404,0.00009038219,0.02228068,0.00001337373,0.000006011752,0.00002086813,0.0001982233,0.00001305807,0.0004369884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.015572,"threshold_uncertainty_score":0.03096277,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404727386","doi":"10.1016/j.uncres.2024.100131","title":"Design and implementation of a waterless solar panel cleaning system","year":2024,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"Faculty of Engineering and the Built Environment, University of Johannesburg; University of Johannesburg","keywords":"Business","authors":[{"name":"Charity M. Nkinyam","is_ca":false},{"name":"Chika Oliver Ujah","is_ca":false},{"name":"Kingsley C. Nnakwo","is_ca":false},{"name":"Obiora Ezeudu","is_ca":true},{"name":"Daramy Vandi Von Kallon","is_ca":false},{"name":"Ikechukwu Ike-Eze C. Ezema","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02445736828769022,"gpt":0.2689792072104908,"spread":0.2445218389228006,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002359918,0.0004489053,0.0004971855,0.0004233136,0.0004710129,0.0006571305,0.001681489,0.0007434389,0.004135922],"category_scores_gemma":[0.0003107003,0.000348444,0.00037327,0.0002030987,0.000197107,0.0005651938,0.0004555898,0.0003941771,0.001486006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002796265,"about_ca_system_score_gemma":0.0005590802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008289038,"about_ca_topic_score_gemma":0.000650886,"domain_scores_codex":[0.9994837,0.00004869013,0.00003327568,0.000150038,0.0002329023,0.00005132643],"domain_scores_gemma":[0.9997179,0.00002423672,0.00004222701,0.0000439668,0.0001383784,0.00003332623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003799559,0.0003864173,0.0035271,0.0007709586,0.00007186052,0.0008596262,0.0004067982,0.01644147,0.7296093,0.002532665,0.004318735,0.240695],"study_design_scores_gemma":[0.00031915,0.003803214,0.01758789,0.0001299619,0.0002107367,0.001768515,0.0002619839,0.2957398,0.5760377,0.001452436,0.1024903,0.0001984425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.186613,0.0005612589,0.7863179,0.0004616103,0.00038948,0.001213569,0.0003758037,0.009580527,0.01448687],"genre_scores_gemma":[0.7884489,0.0002469326,0.1993546,0.0002294579,0.0000681387,0.0006309771,0.0002167203,0.000131546,0.01067272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004135922,"threshold_uncertainty_score":0.01383609,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412463271","doi":"10.1016/j.uncres.2025.100212","title":"Laboratory evaluation of an innovative polyfraction nanoemulsion for enhanced oil recovery in carbonate reservoirs","year":2025,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Carbonate; Petroleum engineering; Enhanced oil recovery; Chemistry; Environmental science; Chemical engineering; Geology; Engineering; Organic chemistry","authors":[{"name":"Najeeb Anjum Soomro","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01171280700193069,"gpt":0.2911030792208227,"spread":0.2793902722188921,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003371535,0.0002952137,0.0002386006,0.0001407224,0.0001507713,0.0002471176,0.0003231412,0.0003022449,0.0004758285],"category_scores_gemma":[0.0002967477,0.0001022078,0.0002852186,0.0001341442,0.0001857225,0.0003274744,0.0002393911,0.0003423754,0.0001156116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002575228,"about_ca_system_score_gemma":0.000264944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128023,"about_ca_topic_score_gemma":0.001337844,"domain_scores_codex":[0.9998817,0.00001698978,0.00001040575,0.00002880428,0.00004206237,0.00001995935],"domain_scores_gemma":[0.9998666,0.00003114286,0.00003602321,0.000008525254,0.00003939764,0.00001820052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005902464,0.00005249114,0.00006591284,0.0000818477,0.000003324583,0.0000349588,0.00001930194,0.0003033414,0.9984639,0.0000274844,0.00001952314,0.0008688659],"study_design_scores_gemma":[0.00001065525,0.0004686893,0.0002912975,0.000004224508,0.000007232021,0.0000191285,0.00001132665,0.001227403,0.9975724,0.000006592948,0.0003754384,0.000005536903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955218,0.000287715,0.003402382,0.00005011591,0.00001386784,0.00006733197,0.0001482047,0.00006404173,0.0004445436],"genre_scores_gemma":[0.9901348,0.0004633793,0.008061022,0.0000229288,0.000005742832,0.00007816312,0.0001681336,0.0000250765,0.001040757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001128023,"threshold_uncertainty_score":0.002242923,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404727338","doi":"10.1016/j.uncres.2024.100130","title":"Balancing conflicting objectives in pre-salt reservoir development: A robust multi-objective optimization framework","year":2024,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Agência Nacional do Petróleo, Gás Natural e Biocombustíveis; Fundação de Amparo à Pesquisa do Estado de São Paulo; Computer Modelling Group","keywords":"Computer science; Petroleum engineering; Mathematical optimization; Environmental science; Geology; Mathematics","authors":[{"name":"Auref Rostamian","is_ca":false},{"name":"Amir Davari Malekabadi","is_ca":false},{"name":"M. Miranda","is_ca":false},{"name":"V. E. Botechia","is_ca":false},{"name":"Denis José Schiozer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02098310988504949,"gpt":0.2909928842162374,"spread":0.2700097743311879,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002301487,0.001440514,0.001224713,0.0009246102,0.0004247109,0.001335623,0.001400637,0.001464223,0.001342762],"category_scores_gemma":[0.002242834,0.0006430544,0.001322827,0.0007218695,0.000702807,0.000757808,0.001265972,0.001083618,0.0001376252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009256935,"about_ca_system_score_gemma":0.002066576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009298536,"about_ca_topic_score_gemma":0.006020596,"domain_scores_codex":[0.9993421,0.0003422666,0.00002905221,0.0000782806,0.0001283624,0.0000799549],"domain_scores_gemma":[0.9991168,0.000592456,0.0001180807,0.00002350093,0.0001115342,0.00003763332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000495837,0.000005990274,0.00007316596,0.00001384073,0.00001320779,0.00001351924,0.000004638328,0.9970149,0.0001050891,0.001385687,0.00003996943,0.001325017],"study_design_scores_gemma":[0.000002598605,0.000009854819,0.000027729,0.000003687611,0.00000440631,0.000002290205,0.000003137826,0.9992248,0.00004996292,0.0005792064,0.00009052139,0.000001871737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0271525,0.0005448902,0.9657574,0.0002750381,0.00003526737,0.0001006703,0.0001012265,0.0001335815,0.00589947],"genre_scores_gemma":[0.8015327,0.0006540891,0.1943353,0.0001266179,0.00005690224,0.0004725316,0.0002137463,0.00007770128,0.002530432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009298536,"threshold_uncertainty_score":0.01848882,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393253006","doi":"10.1016/j.uncres.2024.100082","title":"Sedimentary: Carbonate microfacies and mineralogy of the southern Benue Trough and eastern Dahomey basin, Nigeria","year":2024,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Trough (economics); Geology; Carbonate; Structural basin; Sedimentary rock; Geochemistry; Geomorphology","authors":[{"name":"Godwin Okumagbe Aigbadon","is_ca":false},{"name":"Azuka Ocheli","is_ca":false},{"name":"G.U. Ozulu","is_ca":false},{"name":"Zulaihat Jummai Sanni","is_ca":true},{"name":"J.D. Akor","is_ca":true},{"name":"S.K. Owolabi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008001034067855493,"gpt":0.200436283064665,"spread":0.1924352489968095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007248359,0.000235143,0.0001591234,0.0009776508,0.0005664552,0.0004276129,0.0001112172,0.0001872099,0.0007554416],"category_scores_gemma":[0.0001245221,0.0001717557,0.00005853196,0.000631986,0.0002807057,0.0002379731,0.0003411303,0.00008411402,0.00008690245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000336887,"about_ca_system_score_gemma":0.0003199644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01558889,"about_ca_topic_score_gemma":0.0772507,"domain_scores_codex":[0.9999599,0.000004296171,0.000004234118,0.00001027396,0.000008678026,0.00001251974],"domain_scores_gemma":[0.999954,0.000006098082,0.00001805314,0.000002021778,0.00001200267,0.000007819131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002366528,0.00006314061,0.9245567,0.0002584197,0.00003499689,0.00181798,0.003555862,0.0002233982,0.04095244,0.0002440574,0.00009428555,0.02796211],"study_design_scores_gemma":[0.000005492285,0.00003218395,0.994104,0.00003495638,0.00001043816,0.00066647,0.002752953,0.0001374495,0.00107151,0.0000334521,0.001147722,0.000003463273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990051,0.000275438,0.00003010429,0.000008434536,0.000001290329,0.000004472752,0.00003574554,0.000001220901,0.0006382045],"genre_scores_gemma":[0.9990166,0.0002238298,0.0002043766,0.000007411704,0.000001327907,0.000005275994,0.00006821543,9.426097e-7,0.000471917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01558889,"threshold_uncertainty_score":0.03099626,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7081974487","doi":"10.1016/j.uncres.2025.100243","title":"Model and application of CO2-EOR injection and production parameters for high pour-point oil reservoirs: A case study of SUBEI A reservoir","year":2025,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petro-Canada","funders":"","keywords":"Water flooding; Sorting; Oil production; Rank correlation; Spearman's rank correlation coefficient; Water injection (oil production); Flooding (psychology); Ranking (information retrieval); Enhanced oil recovery","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02386478965324934,"gpt":0.2636943543355842,"spread":0.2398295646823349,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003671325,0.0006532898,0.0005744942,0.0004873479,0.0005757073,0.0009446925,0.0008377658,0.00147799,0.00118019],"category_scores_gemma":[0.0005216341,0.0004026159,0.0007008059,0.0003962914,0.0005556769,0.0006066065,0.000610732,0.00050801,0.000113896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110381,"about_ca_system_score_gemma":0.001353236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02699619,"about_ca_topic_score_gemma":0.01723309,"domain_scores_codex":[0.9998683,0.0000275097,0.000008330243,0.00003072557,0.00002908877,0.00003606462],"domain_scores_gemma":[0.9997789,0.0001010368,0.00004018454,0.00001163896,0.00005092233,0.00001730565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003172654,0.00003845405,0.002275712,0.00004599328,0.00001024701,0.0003341706,0.00002355629,0.9905234,0.004297996,0.0006934428,0.00008466755,0.001640615],"study_design_scores_gemma":[0.00000426005,0.00002155279,0.0003225723,0.000001478802,0.000005983926,0.00001215808,0.00002103205,0.9983128,0.001085149,0.0001222792,0.00008615223,0.000004418313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000211,0.0003830309,0.0887314,0.0003670023,0.0000312125,0.0001446789,0.0003824277,0.0002246194,0.009714457],"genre_scores_gemma":[0.9939708,0.0001029104,0.004314197,0.00000751064,0.000003091404,0.00004850434,0.00005123885,0.000008391567,0.001493505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02699619,"threshold_uncertainty_score":0.0536781,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415423809","doi":"10.1016/j.uncres.2025.100265","title":"Experimental study on the expansion of foamy bitumen for CO2 huff-n-puff process","year":2025,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Asphalt; Solubility; Thermal expansion; Expansion ratio; Swelling; Carbon dioxide","authors":[{"name":"Sovanborey Meakh","is_ca":false},{"name":"Yuichi Sugai","is_ca":false},{"name":"Takehiro Esaki","is_ca":false},{"name":"Theodora Noely Tambaria","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01504412658509916,"gpt":0.2918593568714576,"spread":0.2768152302863584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000410335,0.0004000463,0.0003738027,0.0002592855,0.0005024212,0.000246913,0.0003474375,0.0003992936,0.001499976],"category_scores_gemma":[0.0005482518,0.0001651511,0.0002168858,0.0003169336,0.000415241,0.0004664137,0.0003279859,0.000501389,0.0002564459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005389944,"about_ca_system_score_gemma":0.0003769762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003650632,"about_ca_topic_score_gemma":0.005843135,"domain_scores_codex":[0.9996648,0.0000300674,0.00001776094,0.00005801295,0.0001710167,0.00005839027],"domain_scores_gemma":[0.9997123,0.00008796845,0.00005677748,0.00003312565,0.00008707777,0.0000227817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001374064,0.00003008745,0.0004090238,0.0001162535,0.000003365297,0.0001246784,0.0001006838,0.0004155316,0.9961367,0.00008928595,0.00004414052,0.002392819],"study_design_scores_gemma":[0.000004579059,0.0001774479,0.001969506,0.000007556176,0.0000074153,0.00008247414,0.00006603439,0.001223112,0.9954223,0.00002027546,0.001008241,0.00001097793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940624,0.0003986251,0.003752457,0.00003538811,0.00001273664,0.00005859399,0.0002062353,0.00005092613,0.001422753],"genre_scores_gemma":[0.9938425,0.0004961784,0.004005792,0.00002232688,0.000007600975,0.00005391366,0.0001944376,0.00002159344,0.001355687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003650632,"threshold_uncertainty_score":0.007258773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415760490","doi":"10.1016/j.uncres.2025.100264","title":"Mathematical modeling of reversible and irreversible adsorption dynamics during CO2 storage in coal formation","year":2025,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Coal Properties and Utilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Adsorption; Coal; Mathematical model; Function (biology); Coal mining","authors":[{"name":"Shamweel Ahmad","is_ca":false},{"name":"Farzain Ud Din Kirmani","is_ca":false},{"name":"Hidayatullah Mahar","is_ca":false},{"name":"Muhammad Shahid","is_ca":false},{"name":"Atif Ismail","is_ca":true},{"name":"Rizwan Younis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009792953179937334,"gpt":0.2039002216561119,"spread":0.1941072684761746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004524051,0.0006923599,0.000666394,0.0005502423,0.0007081497,0.001215853,0.00157932,0.001714563,0.002547568],"category_scores_gemma":[0.001012885,0.0005642489,0.001144686,0.0005425218,0.001289623,0.001416946,0.0009725708,0.0009784433,0.0004956231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428804,"about_ca_system_score_gemma":0.001705681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0133246,"about_ca_topic_score_gemma":0.004832436,"domain_scores_codex":[0.999793,0.0000369047,0.00001161865,0.00004049773,0.00006564227,0.00005239591],"domain_scores_gemma":[0.9996263,0.0001725,0.00006879646,0.00002703652,0.00008189479,0.00002354778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001635607,0.00002824674,0.0004530934,0.00007075238,0.00001183728,0.0001152105,0.00006112052,0.9515864,0.004442107,0.04035494,0.0004717124,0.002388226],"study_design_scores_gemma":[0.000001979533,0.000004322398,0.00007549624,0.000002821246,0.000002385958,0.00001197274,0.000006354841,0.9974529,0.0002938593,0.001773904,0.0003704467,0.000003527872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1865952,0.002886985,0.7292572,0.002512213,0.0003043606,0.0002900628,0.001371922,0.0006028645,0.07617924],"genre_scores_gemma":[0.9169803,0.002747547,0.04352349,0.0003767487,0.00009233818,0.0007227452,0.0004662435,0.000158646,0.03493188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0133246,"threshold_uncertainty_score":0.02649409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7076051239","doi":"10.1016/j.uncres.2025.100232","title":"Steam injection pressures and rates, variable permeabilities systems, and wells alignments parameterization in SAGD: A simulation study","year":2025,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Hubei Province; National Natural Science Foundation of China","keywords":"Injector; Steam injection; Injection well; Water injection (oil production); Oil field; Secondary air injection; Oil production; Volume (thermodynamics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01197315313638678,"gpt":0.2590121894161732,"spread":0.2470390362797864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006560792,0.0006945513,0.000770769,0.001041898,0.0006060748,0.001012277,0.0006686173,0.001483801,0.002496989],"category_scores_gemma":[0.001585228,0.0004234736,0.001298259,0.0006888903,0.0005793681,0.0009154284,0.0006110307,0.001033764,0.0002133346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009160705,"about_ca_system_score_gemma":0.0009481613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03109434,"about_ca_topic_score_gemma":0.01472184,"domain_scores_codex":[0.999767,0.00006287388,0.0000158962,0.00003086006,0.00005037856,0.00007305917],"domain_scores_gemma":[0.9987698,0.0008205984,0.0001062015,0.00005334284,0.0001920056,0.0000579357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007499749,0.00009167596,0.004780177,0.00006942963,0.00001523897,0.0001102801,0.00003642176,0.9902087,0.001030053,0.0007573372,0.0002318487,0.00259376],"study_design_scores_gemma":[0.0000133035,0.00003501603,0.0005387579,0.00000745683,0.000008733045,0.000009963126,0.00004133202,0.9982993,0.0006203468,0.0001485271,0.000270817,0.000006518294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541267,0.000622561,0.02868856,0.0004096581,0.00005450501,0.0001353379,0.0008993758,0.0002384137,0.01482495],"genre_scores_gemma":[0.9925902,0.0002629112,0.005241893,0.00002591391,0.000006633267,0.0000673164,0.0003078044,0.00002468039,0.001472708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03109434,"threshold_uncertainty_score":0.06182671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}