{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"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":"a1b9e69f9f99","filters":{"venue":"Petroleum & Petrochemical Engineering Journal"}},"results":[{"id":"W3203343559","doi":"10.23880/ppej-16000271","title":"Technologies for Tar Removal from Biomass-Derived Syngas","year":2021,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Syngas; tar (computing); Commercialization; Renewable energy; Biomass (ecology); Waste management; Environmental science; Environmentally friendly; Fossil fuel; Process engineering; Engineering; Chemistry; Business; Computer science; Organic chemistry; Catalysis","authors":[{"name":"Samira Lotfi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006468110785757224,"gpt":0.1915509239720304,"spread":0.1850828131862731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001207043,0.0004349115,0.0005047324,0.0001947956,0.0001013897,0.0001642602,0.000559116,0.0004951313,0.0001752113],"category_scores_gemma":[0.0007968631,0.0004524102,0.000322869,0.0003551223,0.0000632954,0.0002219992,0.000134074,0.001025755,0.00003473117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003385271,"about_ca_system_score_gemma":0.00007111142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001425989,"about_ca_topic_score_gemma":6.041894e-7,"domain_scores_codex":[0.9979336,0.00001067583,0.0005441475,0.0004092355,0.0003651167,0.000737233],"domain_scores_gemma":[0.9987856,0.0003037681,0.0000811401,0.0003782967,0.0001972574,0.000253995],"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":[0.00002803722,0.00003171841,0.00003258322,0.0001292985,0.0002082388,0.0001674503,0.00002801501,0.001150194,0.9951919,0.00005520793,0.001590972,0.001386438],"study_design_scores_gemma":[0.0009337466,0.00002814416,0.00002386745,0.0001329022,0.00006986661,0.0006298704,0.0001382496,0.01361872,0.9619124,0.000495712,0.02150484,0.0005116759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102669,0.006174575,0.07940675,0.0007496778,0.001076411,0.00007302026,0.00008203553,0.001991502,0.0001791072],"genre_scores_gemma":[0.9476808,0.0003151851,0.05122282,0.00003800373,0.0004468934,0.00003191632,0.00007400139,0.0001242585,0.0000661254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03741388,"threshold_uncertainty_score":0.9997928,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312426254","doi":"10.23880/ppej-16000306","title":"Hydraulic Fracturing Process Systems and Fluids: An Overview","year":2022,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Natural gas; Petroleum; Fossil fuel; Revenue; Unconventional oil; Process (computing); Oil and natural gas; Production (economics); Engineering; Environmental science; Business; Natural resource economics; Geology; Waste management; Economics; Computer science; Finance","authors":[{"name":"F Yehia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01110285422457342,"gpt":0.2319575537879069,"spread":0.2208546995633334,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003550663,0.0002801151,0.0003163253,0.0002527149,0.0002224967,0.0001606671,0.0003003622,0.00009487876,0.0000903357],"category_scores_gemma":[0.00003871115,0.000297285,0.00007984678,0.0002060489,0.00002007596,0.0003788108,0.00007918764,0.001615833,0.000002950324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002289625,"about_ca_system_score_gemma":0.00002023911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003916682,"about_ca_topic_score_gemma":1.082974e-7,"domain_scores_codex":[0.9984263,0.0000277138,0.0003986791,0.0002660158,0.0004361116,0.0004451454],"domain_scores_gemma":[0.9993556,0.00002695925,0.00005698615,0.0002206528,0.00004290937,0.0002968521],"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":[0.00002252272,0.00008101351,0.0003062987,0.0006291615,0.0001157926,0.00006779557,0.0003579582,0.8831309,0.1089356,0.0001342752,0.001343485,0.004875148],"study_design_scores_gemma":[0.001235971,0.0005019271,0.0008655626,0.0002908997,0.0001217254,0.01024908,0.0006708637,0.7895038,0.08423935,0.000466029,0.1100927,0.001762163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675207,0.02127919,0.007738273,0.0001956989,0.001258616,0.0001035877,0.00001302934,0.001546411,0.0003445592],"genre_scores_gemma":[0.9971622,0.0008046391,0.001055714,0.0000466276,0.0007087055,0.00007497761,0.000009518017,0.00008629746,0.00005136349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1087492,"threshold_uncertainty_score":0.9999479,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3164059653","doi":"10.23880/ppej-16000250","title":"Numerical Simulation of Multiphase Flow in a Simple Two Phases Separator","year":2021,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"Cyclone Separators and Fluid Dynamics","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":"Natural Sciences and Engineering Research Council of Canada","keywords":"Separator (oil production); Multiphase flow; Simple (philosophy); Mechanics; Computer simulation; Computer science; Materials science; Thermodynamics; Physics","authors":[{"name":"E. Weiwei","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005608371785669342,"gpt":0.2402699750145977,"spread":0.2346616032289284,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001381039,0.0002837565,0.0004790679,0.0002240004,0.00003273052,0.00005340223,0.0001638332,0.0001542102,0.0001318892],"category_scores_gemma":[0.0002408249,0.0003125241,0.0002088834,0.0004486389,0.00002054938,0.0001879229,0.00003231577,0.0008711799,0.000006159473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328067,"about_ca_system_score_gemma":0.00006186072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004424743,"about_ca_topic_score_gemma":0.000003702202,"domain_scores_codex":[0.9982858,0.00001970458,0.0006785936,0.0002152924,0.000324112,0.000476531],"domain_scores_gemma":[0.9991757,0.0001803738,0.00006133081,0.0002152882,0.0001076189,0.0002596729],"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":[0.00002483006,0.00009448388,0.0007940769,0.00004332757,0.00003964214,0.0001067462,0.00004962629,0.8123519,0.1858343,0.00001461996,0.00008723335,0.0005592011],"study_design_scores_gemma":[0.001629453,0.00003354793,0.0002214185,0.00006622933,0.00002195636,0.0001720413,0.00001682876,0.9716902,0.02428081,0.00002478475,0.001552302,0.0002903832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6675242,0.0008317292,0.3310634,0.00001419035,0.0002753765,0.0000327195,0.00002017813,0.0001099416,0.0001282566],"genre_scores_gemma":[0.9874732,0.00007112917,0.0120225,0.00001784327,0.0002999283,0.000006243843,0.00003420005,0.00006026254,0.00001462742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3199491,"threshold_uncertainty_score":0.9999327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4240768528","doi":"10.23880/ppej-16000290","title":"Mobility Control Potential in Geological Sequestration of Anthropogenic Carbon Dioxide using Cheap Soluble Organics as Thickeners and Implications for Interfacial Stability","year":2021,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Cape Breton University","keywords":"Carbon dioxide; Carbon sequestration; Enhanced oil recovery; Global warming; Carbon dioxide removal; Supercritical carbon dioxide; Environmental science; Carbon capture and storage (timeline); Context (archaeology); Viscosity; Supercritical fluid; Negative carbon dioxide emission; Fossil fuel; Petroleum engineering; Waste management; Climate change; Chemistry; Materials science; Geology; Organic chemistry; Engineering; Oceanography","authors":[{"name":"A Miadonye","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01332443663225394,"gpt":0.2546494287290154,"spread":0.2413249920967615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003387873,0.0001436638,0.000240915,0.00004114761,0.00008231465,0.00003137912,0.0001067119,0.0001698216,0.0003098006],"category_scores_gemma":[0.000539202,0.0001432927,0.00009642469,0.0001379943,0.0001449872,0.0001477082,0.00007016523,0.0005127966,9.130709e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003650825,"about_ca_system_score_gemma":0.00009055714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001122618,"about_ca_topic_score_gemma":0.00006249834,"domain_scores_codex":[0.9987754,0.00005153975,0.000473132,0.0002785385,0.0001497498,0.0002716802],"domain_scores_gemma":[0.9994317,0.0001060733,0.0001199356,0.0001446832,0.00007141436,0.0001261498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005984373,0.000131437,0.05071002,0.00001435497,0.00001585621,0.00000422122,0.00005412929,0.04652851,0.9022828,0.0001482761,0.000002071536,0.00004844332],"study_design_scores_gemma":[0.002401138,0.0003721081,0.2278015,0.00005823562,0.0001252917,0.001106474,0.000365777,0.510143,0.2546909,0.002266832,0.0001504372,0.0005183668],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460862,0.00005284641,0.05275229,0.0007660419,0.0001577855,0.000090854,0.000008413048,0.00002089336,0.00006470019],"genre_scores_gemma":[0.9967079,0.00002542007,0.003136164,0.00002876893,0.00006325294,0.0000114091,0.000008465477,0.000008895438,0.000009706489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6475919,"threshold_uncertainty_score":0.5843306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3206533804","doi":"10.23880/ppej-16000257","title":"Thermodynamic Aspects of pH and Wettability Changes in Low Salinity Water Flooding Oil Recovery","year":2021,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"Cape Breton University","keywords":"Salinity; Wetting; Adsorption; Gibbs free energy; Chemistry; Thermodynamics; Flooding (psychology); Chemical engineering; Environmental science; Environmental chemistry; Materials science; Geology; Physics; Physical chemistry; Engineering","authors":[{"name":"Adango Miadonye","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004455769899490859,"gpt":0.1937632724809148,"spread":0.1893075025814239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004199232,0.0003060733,0.0005162534,0.0002477649,0.00003144469,0.00005889059,0.0001940132,0.0002588926,0.00009099664],"category_scores_gemma":[0.0002632551,0.0002895079,0.0001307548,0.0001930513,0.0000407769,0.0002156896,0.00009479322,0.001274263,0.000002630961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003418414,"about_ca_system_score_gemma":0.00003519943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004548933,"about_ca_topic_score_gemma":0.00003294629,"domain_scores_codex":[0.998347,0.00003626713,0.0005071282,0.0002777264,0.0002767605,0.0005551509],"domain_scores_gemma":[0.9992783,0.0001594746,0.0000541188,0.0002581605,0.00008148377,0.0001684601],"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":[0.00001905455,0.00004700138,0.000373708,0.000471775,0.0000540972,0.00006004255,0.00009043163,0.02707002,0.9691134,0.00003215736,0.000009026715,0.002659289],"study_design_scores_gemma":[0.000492003,0.00005079184,0.001693064,0.0005863325,0.00002235832,0.0003058242,0.00003227993,0.08149232,0.9143113,0.00050754,0.0001332759,0.0003728331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904156,0.0009418002,0.006533151,0.00009426216,0.0003439439,0.00002245749,0.000009923598,0.0002283508,0.001410537],"genre_scores_gemma":[0.994298,0.001273289,0.004115271,0.00001754246,0.000175108,0.00001296731,0.000009748603,0.00006885668,0.00002919958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05480202,"threshold_uncertainty_score":0.9999557,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4225472710","doi":"10.23880/ppej-16000299","title":"Gibbs Free Energy Implications of Electric Double Layer for Wettability Trend in Geologic Carbon Storage","year":2022,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"Cape Breton University","keywords":"Wetting; Gibbs free energy; Thermodynamics; Surface energy; Nernst equation; Layer (electronics); Aqueous solution; Surface layer; Specific surface energy; Energy storage; Electrochemistry; Chemistry; Free surface; Materials science; Physics; Physical chemistry; Nanotechnology; Electrode","authors":[{"name":"A Miadonye","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01230288187890779,"gpt":0.2168231402868444,"spread":0.2045202584079366,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004901654,0.0001770489,0.0003577706,0.0002614118,0.0001153155,0.00002036804,0.0005067161,0.00008755275,0.0003449454],"category_scores_gemma":[0.0002046617,0.0001598966,0.0001886544,0.0007465438,0.00002410891,0.00006293382,0.00004608862,0.0008450954,6.206257e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006146192,"about_ca_system_score_gemma":0.00006646502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003021134,"about_ca_topic_score_gemma":0.0000923676,"domain_scores_codex":[0.9983637,0.00007203537,0.0004404058,0.000277625,0.0002967771,0.0005494016],"domain_scores_gemma":[0.9989383,0.0004720367,0.0001307123,0.000229581,0.00003780253,0.0001915225],"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":[0.0007055603,0.0004961604,0.04563966,0.0000870331,0.00009430185,0.00001774176,0.00008387207,0.7476788,0.1794199,0.0009947992,0.0005238238,0.02425839],"study_design_scores_gemma":[0.003570378,0.001577026,0.2758698,0.00001532383,0.00007976196,0.0002624622,0.00004260426,0.6731156,0.02001625,0.01516688,0.009540016,0.0007440028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896692,0.0007116076,0.008092531,0.0006919941,0.0001834973,0.00006691293,0.00005254395,0.00003651355,0.0004952188],"genre_scores_gemma":[0.9964414,0.00001492185,0.003181201,0.00004902509,0.0001795563,0.00002351742,0.00003238908,0.000007377328,0.00007060461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2302301,"threshold_uncertainty_score":0.6520394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322097779","doi":"10.23880/ppej-16000312","title":"Experimental Viscosity Data for Binary and Ternary Systems of Arab Heavy Crude Oil and Diluents","year":2022,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Ternary operation; Diluent; Viscosity; Wax; Pipeline (software); Crude oil; Petroleum engineering; Thermodynamics; Binary number; Chemistry; Materials science; Mathematics; Computer science; Geology; Organic chemistry; Engineering; Physics; Mechanical engineering","authors":[{"name":"A Miadonye","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01317120112552605,"gpt":0.24127971146601,"spread":0.228108510340484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003375818,0.0002713686,0.0004909124,0.0001612985,0.0003117914,0.000119101,0.0005785406,0.00009723086,0.00005348114],"category_scores_gemma":[0.00009539391,0.0002788283,0.0001132919,0.0001040171,0.00006843928,0.0002171936,0.0006434367,0.0008049362,2.574503e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614845,"about_ca_system_score_gemma":0.00005147892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001978997,"about_ca_topic_score_gemma":1.444353e-7,"domain_scores_codex":[0.9981623,0.0000190375,0.0005039522,0.0004492437,0.0004646023,0.0004008836],"domain_scores_gemma":[0.9989569,0.0001082413,0.0002400171,0.0003891381,0.00003840704,0.000267283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000196724,0.0002150915,0.001866752,0.0005079346,0.0002070981,0.00003109672,0.00007315034,0.004050338,0.9920555,0.0000102564,0.0002276244,0.0005583951],"study_design_scores_gemma":[0.004626748,0.0003616215,0.0003013068,0.000650282,0.0004654787,0.003382302,0.001730542,0.8577828,0.1106066,0.000008360435,0.01900293,0.001080926],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879774,0.01002763,0.001174325,0.0001130946,0.0001477035,0.000005413891,0.0003457904,0.00005792193,0.0001507308],"genre_scores_gemma":[0.9974965,0.0001501778,0.001189991,0.00001593037,0.0003047064,0.00002988734,0.0001458791,0.00004555172,0.0006213475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8814489,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3137635448","doi":"10.23880/ppej-16000119","title":"Synthetic Microbial Community for the Bioremediation of Petroleum Contamination","year":2017,"lang":"en","type":"article","venue":"Petroleum & Petrochemical Engineering Journal","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petro-Canada","funders":"","keywords":"Bioremediation; Contamination; Petroleum; Environmental chemistry; Environmental science; Microbial population biology; Biochemical engineering; Waste management; Chemistry; Biology; Ecology; Engineering; Bacteria; Organic chemistry","authors":[{"name":"Jing Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01128999488095316,"gpt":0.223347477859446,"spread":0.2120574829784928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009385544,0.000175389,0.0002156822,0.0000495434,0.000654021,0.0001336926,0.0008196252,0.0001429056,0.000236415],"category_scores_gemma":[0.001022085,0.0001317384,0.0001779381,0.00004598697,0.0002097371,0.000214971,0.0001594314,0.0006861642,0.0000255122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050541,"about_ca_system_score_gemma":0.00001966547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004263642,"about_ca_topic_score_gemma":0.00002730676,"domain_scores_codex":[0.9987884,0.00004179426,0.0003984512,0.0001462854,0.0003160105,0.0003090895],"domain_scores_gemma":[0.9986941,0.0002694319,0.0004401978,0.0004262884,0.0000482176,0.0001217801],"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":[0.00005361245,0.00007446346,0.005244021,0.00002022743,0.00002917697,7.075602e-7,0.0001074688,0.002134388,0.9899672,0.0000263663,0.001089909,0.001252435],"study_design_scores_gemma":[0.003793805,0.0003740082,0.1985299,0.000155799,0.0002189204,0.0001685069,0.0002107094,0.09945977,0.6688732,0.00009780743,0.02740308,0.000714499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778683,0.00003646823,0.01990335,0.001093243,0.0006671835,0.0001242673,0.00003232691,0.00002540673,0.0002494676],"genre_scores_gemma":[0.9981154,0.00004589905,0.00139313,0.00005580614,0.0002329605,0.000006560885,0.00001170483,0.00001912281,0.0001193932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.321094,"threshold_uncertainty_score":0.5372134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}