{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"3ad3701fd11a","filters":{"venue":"Brazilian Journal of Petroleum and Gas"}},"results":[{"id":"W4313446557","doi":"10.5419/bjpg2022-0012","title":"UNISIM-IV: BENCHMARK PROPOSAL FOR LIGHT OIL CARBONATE RESERVOIR WITH HIGH CO2 CONTENT","year":2023,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Shell Brasil; Total; Energi Simulation; Universidade Estadual de Campinas; U.S. Department of Energy; Petrobras; China National Offshore Oil Corporation","keywords":"Workflow; Reservoir simulation; Benchmark (surveying); Context (archaeology); Computer science; Carbonate; Enhanced oil recovery; Petroleum engineering; Production (economics); Environmental science; Operations research; Process engineering; Geology; Engineering; Database; Geography; Chemistry; Cartography","authors":[{"name":"V. E. Botechia","is_ca":false},{"name":"Manuel Gomes Correia","is_ca":false},{"name":"V. S. Rios","is_ca":false},{"name":"Alessandra Davólio","is_ca":false},{"name":"S. M. G. Santos","is_ca":false},{"name":"João Carlos von Hohendorff Filho","is_ca":false},{"name":"Denis José Schiozer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0156464914452374,"gpt":0.2429736759798853,"spread":0.2273271845346479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006506561,0.0001901811,0.0003467614,0.0002648846,0.00007891273,0.00007076607,0.0001595456,0.00008012674,0.00001320924],"category_scores_gemma":[0.00008392968,0.0001428832,0.00009541458,0.0002172665,0.00003519947,0.0001740025,0.00001919831,0.0002420749,0.000002731457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003816851,"about_ca_system_score_gemma":0.00005745311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004927104,"about_ca_topic_score_gemma":0.00001167908,"domain_scores_codex":[0.9988347,0.0000467584,0.0003936422,0.0001314319,0.0002761456,0.0003172943],"domain_scores_gemma":[0.9992605,0.0001619439,0.00008954928,0.0001462373,0.000159883,0.0001818758],"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":[0.0002684468,0.00001731519,0.001459432,0.0003093058,0.0001901741,0.000106002,0.0001942088,0.9858329,0.004487613,0.0007577328,0.003541333,0.002835591],"study_design_scores_gemma":[0.01164636,0.002098864,0.02046545,0.0008866868,0.0002317141,0.0003751511,0.0007644392,0.8264322,0.008400567,0.003978782,0.1236584,0.001061368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908726,0.0006813024,0.004643577,0.002038516,0.0005586453,0.00006723101,0.00001835521,0.0001230437,0.0009967743],"genre_scores_gemma":[0.9814174,0.0004498995,0.01486329,0.00002199481,0.0003994419,0.00001244742,0.00001142308,0.00006732428,0.002756753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1594006,"threshold_uncertainty_score":0.5826608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390059997","doi":"10.5419/bjpg2023-0012","title":"APPLICATION OF WATER FLOODING AND WATER ALTERNATIVE GAS (WAG) FLOODING TECHNIQUES IN A CARBONATE RESERVOIR: INTEGRATION OF RESERVOIR AND PRODUCTION SYSTEMS FOR DECISION MAKING","year":2023,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidade Estadual de Campinas; Petrobras; Computer Modelling Group; Energi Simulation","keywords":"Production (economics); Petroleum engineering; Reservoir simulation; Benchmark (surveying); Work (physics); Flooding (psychology); Function (biology); Environmental science; Computer science; Engineering; Geology","authors":[{"name":"João Carlos von Hohendorff Filho","is_ca":false},{"name":"I. R. S. Victorino","is_ca":false},{"name":"Alireza Bigdeli","is_ca":false},{"name":"Denis José Schiozer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01794818932174269,"gpt":0.2896914738217328,"spread":0.2717432844999901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001743843,0.0001349778,0.0003316282,0.0006268739,0.0000442394,0.00003972607,0.00008384587,0.0000820667,6.173242e-7],"category_scores_gemma":[0.0001867157,0.00009605272,0.00004406977,0.0001381597,0.00003446825,0.0002962803,0.00003724482,0.0001609281,1.176413e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003841136,"about_ca_system_score_gemma":0.000005390223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001745242,"about_ca_topic_score_gemma":0.00001091834,"domain_scores_codex":[0.9987923,0.00006924602,0.0006106059,0.0001542356,0.000192362,0.0001812582],"domain_scores_gemma":[0.9994006,0.0001676829,0.0001143123,0.0001179594,0.0001572575,0.00004220214],"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":[0.000166059,0.000008821389,0.001999998,0.0005668905,0.00003473886,0.00000302192,0.001435872,0.7288544,0.2601981,0.00005612591,0.00002507587,0.006650938],"study_design_scores_gemma":[0.0005607749,0.0001535648,0.001708764,0.001104957,0.0000256323,0.00003815741,0.0004461798,0.8432931,0.1492566,0.003103394,0.0001856955,0.0001230849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374692,0.0005447538,0.06142531,0.0001310305,0.0001755632,0.0001961401,0.000004267817,0.00003225439,0.0000214339],"genre_scores_gemma":[0.9906185,0.0007891582,0.008403729,9.409094e-7,0.0001227706,0.00001968172,0.000004578053,0.00002487814,0.00001582542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1144388,"threshold_uncertainty_score":0.3916916,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2142168067","doi":"10.5419/bjpg2012-0001","title":"A NEW SIMULATION MODEL FOR TWO-PHASE FLOW IN POROUS MEDIA","year":2012,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":9,"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":"Exxon Mobil Corporation","keywords":"Porous medium; Flow (mathematics); Reservoir simulation; Computer science; Mechanics; Porosity; Petroleum engineering; Engineering; Geotechnical engineering; Physics","authors":[{"name":"Etim H. Idorenyin","is_ca":true},{"name":"Ezeddin Shirif","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01401114780526746,"gpt":0.2798897993205538,"spread":0.2658786515152863,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002687842,0.0001058168,0.0001956005,0.000170574,0.00001549656,0.00001781749,0.00006982709,0.00005667935,0.00001363566],"category_scores_gemma":[0.00006547228,0.0001000816,0.0000587533,0.00005204663,0.000008946581,0.0004393166,0.000006878575,0.0001413261,0.000001153998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005432474,"about_ca_system_score_gemma":0.00002458246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001953256,"about_ca_topic_score_gemma":0.00002905013,"domain_scores_codex":[0.9993075,0.00001075657,0.0003011414,0.00005416654,0.0001095365,0.0002168565],"domain_scores_gemma":[0.9995679,0.00009772177,0.00006917951,0.0000688288,0.00003043062,0.0001659415],"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":[0.0001138726,0.00004023415,0.0005740814,0.00003545896,0.00001774456,0.000005363508,0.0007225363,0.8078739,0.004645309,0.00005968473,0.00121935,0.1846925],"study_design_scores_gemma":[0.00205595,0.0001058247,0.0004691743,0.00007196461,0.00001921077,0.00003344697,0.00002451447,0.9906109,0.003063491,0.002680163,0.0007423696,0.0001230217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3916215,0.001212965,0.6064863,0.0000566984,0.0002190341,0.00005157117,0.000007876777,0.0000378246,0.0003062295],"genre_scores_gemma":[0.9503136,0.0001036843,0.04914776,0.00002709399,0.0003153385,0.000002436221,0.000002042823,0.00002319339,0.0000648807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.558692,"threshold_uncertainty_score":0.4081211,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2598295154","doi":"10.5419/bjpg2017-0002","title":"THE INFLUENCE OF IONIC LIQUID TYPE, CONCENTRATION, AND SLUG SIZE ON HEAVY OIL RECOVERY PERFORMANCE","year":2017,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"Petroleum Technology Research Centre; University of Regina","keywords":"Ionic liquid; Surface tension; Pulmonary surfactant; Chemistry; Chloride; Extraction (chemistry); Zeta potential; Chromatography; Sodium; Chemical engineering; Organic chemistry; Catalysis; Thermodynamics","authors":[{"name":"Ahmed Tunnish","is_ca":true},{"name":"Ezeddin Shirif","is_ca":true},{"name":"Amr Henni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005062977533812863,"gpt":0.2191981490224257,"spread":0.2141351714886128,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002959865,0.000100767,0.0001704005,0.00002243425,0.0001889316,0.00008101603,0.0001912786,0.00005056194,0.000005032398],"category_scores_gemma":[0.0002370051,0.00007399489,0.00003512838,0.00002552869,0.0001373056,0.0003955694,0.00002036665,0.0001963089,0.000001490572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002596331,"about_ca_system_score_gemma":0.00003648045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002567071,"about_ca_topic_score_gemma":0.000009482381,"domain_scores_codex":[0.999347,0.00001883203,0.0002852618,0.00006980135,0.0001380023,0.0001411058],"domain_scores_gemma":[0.9992638,0.0001412253,0.000220043,0.0002043546,0.0001032242,0.00006739521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006899464,0.0001638997,0.05354479,0.001313807,0.0006201499,0.00008692512,0.001109518,0.08623495,0.3396877,0.001483447,0.008747892,0.5001075],"study_design_scores_gemma":[0.002791844,0.007589607,0.5348155,0.003038652,0.0001101779,0.0004894131,0.0001328815,0.003176279,0.4184206,0.002012716,0.02664153,0.0007808243],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962315,0.001158293,0.00001906826,0.0002682465,0.0001976712,0.00001712354,0.000002312584,0.00001487611,0.002090904],"genre_scores_gemma":[0.9794087,0.02004091,0.0001978827,0.00004246331,0.00007252824,0.000001093671,1.402296e-7,0.00001124142,0.0002250487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4993266,"threshold_uncertainty_score":0.3017424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407679365","doi":"10.5419/bjpg2024-0016","title":"INVESTIGATING WELL MANAGEMENT CONSIDERING INTEGRATION OF RESERVOIR AND PRODUCTION SYSTEM IN LIFE CYCLE RESERVOIR PERFORMANCE, ENERGY DEMAND, AND CARBON EMISSION","year":2025,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","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":"Universidade Estadual de Campinas; Petrobras; Energi Simulation; U.S. Department of Energy","keywords":"Production (economics); Environmental science; Energy demand; Petroleum engineering; Energy (signal processing); Life-cycle assessment; Natural resource economics; Engineering; Economics","authors":[{"name":"João Carlos von Hohendorff Filho","is_ca":false},{"name":"Davi Éber Sánches de Menezes","is_ca":false},{"name":"Denis José Schiozer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00929578259142275,"gpt":0.234288496661382,"spread":0.2249927140699592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007566432,0.0001249251,0.0002662872,0.0004318516,0.00004903855,0.00003314272,0.00005759552,0.00006554452,7.08011e-7],"category_scores_gemma":[0.0001067896,0.0001127286,0.00002262301,0.000191195,0.00004080922,0.000187261,0.00003728101,0.0001784569,2.766127e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004248558,"about_ca_system_score_gemma":0.00001781716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001735356,"about_ca_topic_score_gemma":0.00001332345,"domain_scores_codex":[0.999027,0.00007793673,0.0005014371,0.0001238028,0.0001403064,0.0001295071],"domain_scores_gemma":[0.9995717,0.00006454467,0.0001055903,0.0001078347,0.00005311609,0.00009723499],"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":[0.000057216,0.00001090878,0.04421442,0.002017805,0.0000556609,0.000007535731,0.0003333796,0.9374824,0.008123045,0.000241535,0.00007703994,0.007379114],"study_design_scores_gemma":[0.0009902315,0.00007208347,0.03238788,0.002381794,0.000033398,0.00003695358,0.0008865012,0.9533005,0.00905659,0.0003088164,0.0004232388,0.0001220478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939699,0.002152369,0.002203217,0.0001624784,0.0001905045,0.00005098364,3.870192e-7,0.00002284379,0.0012473],"genre_scores_gemma":[0.9942209,0.001325779,0.004261205,0.000005801939,0.00005136774,0.000002968587,7.24126e-7,0.0000117943,0.0001194939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01581812,"threshold_uncertainty_score":0.4596941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117364984","doi":"10.5419/bjpg2025-0023","title":"MODEL-BASED PRODUCTION STRATEGY OPTIMIZATION FOR AN OFFSHORE HEAVY OIL RESERVOIR CONSIDERING POLYMER FLOODING AND INTELLIGENT WELLS","year":2025,"lang":"","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidade Estadual de Campinas; Universitetet i Bergen; Fundação de Amparo à Pesquisa do Estado de São Paulo; Energi Simulation","keywords":"Submarine pipeline; Inflow; Oil production; Enhanced oil recovery; Oil well; Production (economics); Oil field; Water injection (oil production); Work (physics)","authors":[{"name":"A. F. Peralta","is_ca":false},{"name":"V. E. Botechia","is_ca":false},{"name":"A. A. S. Santos","is_ca":false},{"name":"D. J. Schiozer","is_ca":false},{"name":"A. Skauge","is_ca":false},{"name":"Tormod Skauge","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03093500369736096,"gpt":0.2960064648859308,"spread":0.2650714611885698,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001369119,0.0003957923,0.0006190378,0.0006983678,0.0002654678,0.0003160737,0.0001731618,0.0002320801,0.0000192904],"category_scores_gemma":[0.0002857521,0.000409144,0.0001605046,0.0002614383,0.0001006323,0.0006366362,0.00003341108,0.0004708446,2.360367e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103949,"about_ca_system_score_gemma":0.0002150872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006713366,"about_ca_topic_score_gemma":0.00001014477,"domain_scores_codex":[0.9976984,0.0001616563,0.001067814,0.000384781,0.000260619,0.0004267104],"domain_scores_gemma":[0.9985819,0.000212363,0.0002550429,0.000294629,0.00032667,0.0003294301],"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":[0.0004281571,0.00006241322,0.0004197632,0.001072997,0.0001480093,0.000004902474,0.0002705482,0.9764099,0.002357208,0.0001916254,0.0001785886,0.01845589],"study_design_scores_gemma":[0.001547379,0.0004027864,0.00009702646,0.0009101638,0.0001927721,0.00003922529,0.0004345817,0.9789187,0.01625968,0.0004084515,0.0004703678,0.0003188685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4426345,0.008271669,0.5470391,0.0009786474,0.0007546723,0.0001092095,0.00001051826,0.00003398968,0.0001677475],"genre_scores_gemma":[0.9242162,0.002107954,0.07243505,0.0000443839,0.000379728,0.000008365987,0.000007460094,0.00006297234,0.0007379559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4815817,"threshold_uncertainty_score":0.999836,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395682940","doi":"10.5419/bjpg2024-0003","title":"MODEL-BASED ANALYSIS TO EVALUATE THE EFFECT OF POLYMER PROPERTIES AND PHYSICAL PHENOMENA ON POLYMER FLOODING OPERATIONS","year":2024,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidade Estadual de Campinas; Fundação de Amparo à Pesquisa do Estado de São Paulo; Energi Simulation","keywords":"Flooding (psychology); Polymer; Computer science; Environmental science; Reliability engineering; Forensic engineering; Materials science; Engineering; Psychology; Composite material","authors":[{"name":"Bruno Marco Oliveira Silveira","is_ca":false},{"name":"S. M. G. Santos","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":0.01058177054142121,"gpt":0.248234130372516,"spread":0.2376523598310948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003044746,0.0001438683,0.000292696,0.0003129284,0.0000552116,0.00008265761,0.00009403341,0.00002804137,0.00000781741],"category_scores_gemma":[0.00002096884,0.00008384008,0.0001404093,0.0002318586,0.00004746144,0.0001339892,0.00001461749,0.0001774975,0.00000146919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002796555,"about_ca_system_score_gemma":0.00002138085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005412139,"about_ca_topic_score_gemma":0.00001053042,"domain_scores_codex":[0.9992749,0.00006079388,0.0002222891,0.0001088526,0.0002001328,0.0001330447],"domain_scores_gemma":[0.9996621,0.00009149725,0.00001927632,0.0001177772,0.00002806875,0.00008128158],"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":[0.0001450198,0.0000246445,0.0002983957,0.000168727,0.0008476204,0.000007303596,0.0009647811,0.6550193,0.3152141,0.0001471224,0.0001725215,0.02699044],"study_design_scores_gemma":[0.0001679504,0.0005053139,0.000117862,0.0001576423,0.0004057336,0.000005287124,0.00002282203,0.5699598,0.4285294,0.00002831896,0.00001872804,0.00008110409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862207,0.003829115,0.009036334,0.0003964244,0.00006239113,0.0000606267,0.000008159974,0.00003664892,0.0003495994],"genre_scores_gemma":[0.9994878,0.00007221239,0.0001323542,0.0000416814,0.0001074577,0.000009927008,5.003521e-7,0.00002053371,0.0001275821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133153,"threshold_uncertainty_score":0.3418899,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407679270","doi":"10.5419/bjpg2024-0017","title":"WELL REPRESENTATION IN RESERVOIR SIMULATION MODELS CONSIDERING THE IMPACT OF DISCRETE FRACTURE NETWORK UPSCALING","year":2025,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidade Estadual de Campinas; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Energi Simulation","keywords":"Reservoir simulation; Fracture (geology); Petroleum engineering; Representation (politics); Computer science; Simulation modeling; Geology; Geotechnical engineering; Mathematics","authors":[{"name":"Isabela Magalhaes de Oliveira","is_ca":false},{"name":"Denis José Schiozer","is_ca":false},{"name":"Gonçalo Soares Oliveira","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01667651671326269,"gpt":0.3072953714429412,"spread":0.2906188547296785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004732999,0.00009143698,0.0002174767,0.0001166992,0.00004978598,0.00005084212,0.0002539273,0.00004032116,0.000001664757],"category_scores_gemma":[0.0001666565,0.00006033837,0.00008938951,0.0002209881,0.00003069087,0.0005160058,0.00007585239,0.0002349631,1.478544e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003634825,"about_ca_system_score_gemma":0.00003948648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000923343,"about_ca_topic_score_gemma":0.000002900328,"domain_scores_codex":[0.9990777,0.00005513839,0.0004478781,0.0001103976,0.0001563047,0.0001525725],"domain_scores_gemma":[0.9989506,0.0005080139,0.0002104988,0.000210717,0.00007682924,0.00004336996],"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":[0.00002083413,0.000008099776,0.001014773,0.00001916497,0.00001771234,0.000004770165,0.0002593604,0.9963393,0.0000911489,0.001501917,0.00003659487,0.0006863061],"study_design_scores_gemma":[0.0002557026,0.00003353515,0.001762336,0.0002491835,0.000006370857,0.000009765037,0.0000388865,0.8591989,0.0000896029,0.1382982,0.00001405843,0.00004336042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1588946,0.0004261069,0.839712,0.0006619904,0.00006735477,0.00004189045,2.251839e-7,0.000007752068,0.0001880969],"genre_scores_gemma":[0.9691049,0.00004225952,0.03074864,0.00003273962,0.00004779383,7.460798e-7,1.513245e-7,0.000004907032,0.00001779869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8102103,"threshold_uncertainty_score":0.2460527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2776697730","doi":"10.5419/bjpg2017-0018","title":"COMBINING MIXED-COMPOSITION PETROLEUM STREAMS USING PROXY MODELS OF EQUATION OF STATE FOR COMPOSITIONAL INTEGRATED PRODUCTION MANAGEMENT","year":2017,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidade Estadual de Campinas; Petrobras; Energi Simulation; U.S. Department of Energy","keywords":"Computer science; Compositional data; Proxy (statistics); Composition (language); Data mining; Reservoir simulation; Petroleum; Petroleum engineering; Engineering; Geology; Machine learning","authors":[{"name":"Samuel Ferreira de Mello","is_ca":false},{"name":"João Carlos von Hohendorff Filho","is_ca":false},{"name":"Denis José Schiozer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0273336006385669,"gpt":0.2772978329848013,"spread":0.2499642323462344,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000589714,0.0001309637,0.0003000925,0.0002408204,0.0001135024,0.00004897441,0.0001321665,0.00004424591,0.000002290166],"category_scores_gemma":[0.00002616543,0.0001251316,0.00009692233,0.00004374135,0.00005231487,0.0004679767,0.00001703302,0.0001214052,9.160006e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004947139,"about_ca_system_score_gemma":0.00001764947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005387901,"about_ca_topic_score_gemma":8.714858e-7,"domain_scores_codex":[0.9989357,0.00004405152,0.0005528485,0.0001019449,0.0002309433,0.0001344869],"domain_scores_gemma":[0.9990658,0.00004657804,0.0004292548,0.000165004,0.0002314066,0.0000619957],"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":[0.0001568224,0.00004362942,0.0007265746,0.0003386403,0.0001264191,0.000001938765,0.000117145,0.9573439,0.03564953,0.0003506114,0.00002044064,0.005124339],"study_design_scores_gemma":[0.001264007,0.0001756918,0.002312199,0.000440976,0.0000741621,0.00002415249,0.0000956095,0.9651783,0.02781915,0.002477166,0.00003351027,0.0001050617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6135964,0.0001033171,0.3858196,0.00004328077,0.0002553032,0.00007675151,0.00001480815,0.00001013077,0.00008041813],"genre_scores_gemma":[0.9367214,0.00007739387,0.06306509,0.000001211807,0.00006846271,0.000003264316,0.00001463586,0.00001930236,0.00002916695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3231251,"threshold_uncertainty_score":0.5102717,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2776349149","doi":"10.5419/bjpg2017-0017","title":"USE OF CONTROL VARIABLES TO IMPROVE THE PERFORMANCE OF WATER AND POLYMER FLOODING STRATEGIES","year":2017,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Petrobras; CMG Reservoir Simulation Foundation","keywords":"Flooding (psychology); Production (economics); Control (management); Control variable; Work (physics); Process (computing); Computer science; Operations research; Risk analysis (engineering); Engineering; Business; Economics","authors":[{"name":"V. E. Botechia","is_ca":false},{"name":"Denis José Schiozer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01276380819370357,"gpt":0.2416561464420836,"spread":0.22889233824838,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003999351,0.00008540528,0.0002167642,0.00007146149,0.00007434328,0.00009853623,0.0001276364,0.00003437657,0.000007356817],"category_scores_gemma":[0.00004703218,0.00005021782,0.00003947449,0.00001432522,0.00005182083,0.0003269411,0.00002010592,0.0001069131,1.598079e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004004345,"about_ca_system_score_gemma":0.000009120339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007826144,"about_ca_topic_score_gemma":0.00000135134,"domain_scores_codex":[0.9994312,0.00002248164,0.0002708119,0.00004929688,0.0001056767,0.0001205232],"domain_scores_gemma":[0.9995466,0.00008120875,0.00008956136,0.0001649095,0.00005233828,0.00006535088],"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":[0.00009421294,0.000007375139,0.01012177,0.0001693875,0.0001174887,0.000002776583,0.0004297953,0.7255599,0.2591684,0.0001481399,0.0000484276,0.004132382],"study_design_scores_gemma":[0.003153018,0.0007805742,0.1104613,0.0004358598,0.0001704612,0.00009121947,0.0004067012,0.5278609,0.3529779,0.0001873129,0.003128005,0.0003467737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994565,0.0003965026,0.004459823,0.0001932804,0.0001729965,0.0000286491,0.000004937186,0.000004889688,0.000173887],"genre_scores_gemma":[0.9980869,0.0001423313,0.001568516,0.000007190096,0.00008329377,6.734723e-7,1.309626e-7,0.000009845622,0.0001010769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.197699,"threshold_uncertainty_score":0.2047823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403067058","doi":"10.5419/bjpg2024-0010","title":"KINETIC STUDY OF ESTERIFICATION CATALYZED WITH ALUMINUM SULFATE AIMED AT CONVERTING LEVULINIC ACID INTO METHYL LEVULINATE","year":2024,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Inorganic and Organometallic Chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"Universidade Federal do Rio Grande do Norte; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Levulinic acid; Catalysis; Chemistry; Sulfate; Aluminium; Organic chemistry; Nuclear chemistry","authors":[{"name":"Lívia Silva","is_ca":false},{"name":"P. P. Silva","is_ca":false},{"name":"Eduardo Lins de Barros Neto","is_ca":false},{"name":"Ricardo Paulo Fonsêca Melo","is_ca":false},{"name":"Francisco Wendell Bezerra Lopes","is_ca":true},{"name":"Lindemberg J. N. Duarte","is_ca":false},{"name":"Paula Fabiane Pinheiro do Nascimento","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008611023179994907,"gpt":0.2350553420252708,"spread":0.2264443188452759,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004374587,0.0002431834,0.0004915219,0.0001091552,0.00009432311,0.00005955337,0.0002628975,0.0001059137,0.0005009745],"category_scores_gemma":[0.00007672248,0.000190272,0.0001103042,0.0001716805,0.0001378924,0.0001661408,0.00008157211,0.0003630688,0.0000106206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009326082,"about_ca_system_score_gemma":0.0001296079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003135225,"about_ca_topic_score_gemma":0.00003721294,"domain_scores_codex":[0.9982505,0.00003995969,0.0008171262,0.0003013268,0.0003560509,0.0002350515],"domain_scores_gemma":[0.9988146,0.00009580753,0.0004828554,0.0002893312,0.0001415752,0.0001757828],"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":[0.0003496626,0.0001780155,0.006306273,0.000619454,0.000358215,0.0001809088,0.003039069,0.00001040647,0.9848294,0.000005616528,0.00006434588,0.004058691],"study_design_scores_gemma":[0.002942217,0.0004066346,0.002854435,0.0003955151,0.0005244096,0.0007297446,0.004275293,0.0002971273,0.9859641,0.00007903067,0.001243075,0.0002884721],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960501,0.002758951,0.00008327122,0.0003761478,0.0001219025,0.00004613876,0.000006937708,0.00002516065,0.0005314223],"genre_scores_gemma":[0.9979661,0.0001499312,0.0001845586,0.00001329658,0.000194592,0.000003045656,0.00001085273,0.00004111185,0.001436544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003770219,"threshold_uncertainty_score":0.7759066,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415031447","doi":"10.5419/bjpg2025-0017","title":"DOES THE HYDROPHOBICITY OF POLYACRYLAMIDE COPOLYMERS AFFECT THE FLOCCULATION OF OILS SANDS TAILINGS?","year":2025,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Tailings Management and Properties","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 Alberta","funders":"Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Universidade Federal do Rio de Janeiro; Petrobras; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Flocculation; Polyacrylamide; Copolymer; Dewatering; Settling; Asphalt; Polymer; Oil sands; Tailings; Wetting","authors":[{"name":"L. Reis","is_ca":false},{"name":"Cristina Santos","is_ca":false},{"name":"Suzanny P. Carvalho","is_ca":false},{"name":"Marta Fonseca Martins","is_ca":false},{"name":"João B. P. Soares","is_ca":true},{"name":"Elizabete F. Lucas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004050228817252136,"gpt":0.2032496622081486,"spread":0.1991994333908965,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000448997,0.0001076589,0.0002242012,0.0001218571,0.00007703563,0.00002895915,0.0002041979,0.00003657233,0.00001979299],"category_scores_gemma":[0.00004757848,0.00004721943,0.0001205976,0.0001369315,0.0001520885,0.0001108269,0.00003124607,0.0001588334,4.325809e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001265416,"about_ca_system_score_gemma":0.00001822611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002599654,"about_ca_topic_score_gemma":0.00002004394,"domain_scores_codex":[0.999236,0.0000514525,0.0003686981,0.00005968427,0.0001621823,0.0001219908],"domain_scores_gemma":[0.9994903,0.0001175349,0.0001760468,0.0001412643,0.00004884841,0.00002607253],"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":[0.001429403,0.0001745225,0.1510682,0.002625399,0.002369231,0.00002693973,0.006158017,0.06776337,0.5504037,0.003472818,0.008721413,0.205787],"study_design_scores_gemma":[0.00326857,0.0006516695,0.09909263,0.001175717,0.00083786,0.00003172749,0.004717396,0.0367253,0.8347365,0.00387402,0.01441945,0.0004691442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924689,0.003257718,0.0006302558,0.0009778558,0.0004139366,0.00005652536,0.000002213539,0.0000107712,0.002181851],"genre_scores_gemma":[0.9989223,0.0005559095,0.00004506691,0.00004437283,0.00007448192,0.00000103517,4.144282e-7,0.000007620372,0.0003487842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2843328,"threshold_uncertainty_score":0.1925552,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3210901722","doi":"10.5419/bjpg2021-0006","title":"ANALYSIS OF ENHANCED OIL RECOVERY IN THE PELICAN LAKE FIELD USING SURFACTANT AND POLYMER INJECTION","year":2021,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Reservoir Engineering and Simulation Methods","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":"Pulmonary surfactant; Enhanced oil recovery; Petroleum engineering; Polymer; Oil in place; Surface tension; Environmental science; Water injection (oil production); Barrel (horology); Oil field; Pulp and paper industry; Chemistry; Materials science; Chemical engineering; Petroleum; Engineering; Composite material; Organic chemistry; Thermodynamics","authors":[{"name":"R. Delazeri","is_ca":false},{"name":"L. Lamas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01066595245809949,"gpt":0.2557732058140558,"spread":0.2451072533559563,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003667769,0.00006794838,0.0002249925,0.0002288838,0.00002040534,0.0000268289,0.00004579247,0.00004151927,0.00003161172],"category_scores_gemma":[0.00007593732,0.00005330322,0.00007828604,0.0003330639,0.00001169202,0.00008280324,0.000007257085,0.0001448815,4.440362e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009685575,"about_ca_system_score_gemma":0.00001475303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001095617,"about_ca_topic_score_gemma":0.0001394709,"domain_scores_codex":[0.9993947,0.00007384559,0.0002710402,0.00005973573,0.0001143508,0.00008633923],"domain_scores_gemma":[0.9995986,0.0001798403,0.00006163514,0.00008617107,0.00003644293,0.00003732253],"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":[0.00002803546,0.00001131373,0.01086948,0.00004227156,0.0001967444,0.00001551132,0.0004079082,0.9376606,0.03323223,0.000007541013,0.00000968222,0.01751874],"study_design_scores_gemma":[0.00185771,0.0003587236,0.21257,0.0002969459,0.0008359495,0.000314374,0.0018068,0.7043667,0.07602142,0.000118405,0.001058166,0.0003947184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881455,0.001399406,0.009803873,0.00008726242,0.00009993966,0.000005446368,0.000003080732,0.000004041429,0.0004514966],"genre_scores_gemma":[0.9983447,0.0005335427,0.000992728,0.00002073642,0.00003914678,2.042251e-7,9.821221e-7,0.000005789396,0.00006222521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2332938,"threshold_uncertainty_score":0.2173642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407679468","doi":"10.5419/bjpg2024-0015","title":"SUPERCRITICAL INTERESTERIFICATION OF CORN OIL USING A CONTINUOUS REACTOR FOR BIODIESEL PRODUCTION","year":2025,"lang":"en","type":"article","venue":"Brazilian Journal of Petroleum and Gas","topic":"Biodiesel Production and Applications","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":"Université de Sherbrooke","funders":"Universidade Federal do Rio Grande do Norte; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Supercritical fluid; Interesterified fat; Biodiesel; Biodiesel production; Environmental science; Pulp and paper industry; Waste management; Production (economics); Process engineering; Materials science; Chemistry; Engineering; Catalysis; Organic chemistry; Economics","authors":[{"name":"Kelvin Gama Guimarães","is_ca":false},{"name":"H. N. M. Oliveira","is_ca":false},{"name":"Janiele Alves Eugênio Ribeiro Galvão","is_ca":false},{"name":"J. C. Silva","is_ca":false},{"name":"Igor Silva","is_ca":true},{"name":"Saulo Henrique Gomes de Azevêdo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01833719104560864,"gpt":0.2633506389131123,"spread":0.2450134478675036,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001915841,0.0000793727,0.000186013,0.0001525793,0.00004453078,0.00002323685,0.00006768965,0.00004848373,0.000005829291],"category_scores_gemma":[0.0001051901,0.00007321005,0.00006119941,0.0000926612,0.00009196314,0.0001222985,0.000007961075,0.0001040377,6.18784e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002769814,"about_ca_system_score_gemma":0.00002470339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002425203,"about_ca_topic_score_gemma":0.000003332651,"domain_scores_codex":[0.9993727,0.00001513611,0.0003553254,0.00009446553,0.00006192899,0.0001003938],"domain_scores_gemma":[0.9995815,0.00002798041,0.00004135877,0.0001105349,0.0001941002,0.00004459252],"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":[0.0002130815,0.000133171,0.001648973,0.0007146188,0.0001393065,9.19034e-7,0.0003495048,0.0001639764,0.9413294,0.001898209,0.00734279,0.04606611],"study_design_scores_gemma":[0.004690211,0.0009390221,0.02090179,0.001742112,0.0007638197,0.0007768153,0.005944261,0.01875403,0.6972899,0.004419561,0.2429033,0.0008751759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842201,0.0008263988,0.01110896,0.002693654,0.0006998422,0.00006366798,0.00001837027,0.00002510864,0.0003439304],"genre_scores_gemma":[0.9969609,0.0002483452,0.002407939,0.00002385683,0.0001793291,0.000005380871,0.000002719998,0.000008116193,0.0001633616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2440395,"threshold_uncertainty_score":0.2985419,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}