{"meta":{"query_hash":"08210c718e98","filters":{"venue":"SPE International Symposium on Oilfield Chemistry"},"cohort_total":57,"direct_labels_cover":0,"predictions_cover":57,"exported":57,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/08210c718e98","api":"https://metacan.xera.ac/api/v1/cohort?venue=SPE+International+Symposium+on+Oilfield+Chemistry"},"results":[{"id":"W1968028718","doi":"10.2118/173805-ms","title":"Advances in Tools to Monitor Souring and Corrosion in Oil and Gas Fields","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Baker Hughes (Canada); University of Calgary","funders":"Shell Global Solutions International; Alberta Innovates; Genome British Columbia; Natural Sciences and Engineering Research Council of Canada; Government of Alberta; Shell Canada","keywords":"Oil shale; Nitrate; Environmental chemistry; Oil field; Biocide; Corrosion; Environmental science; Produced water; Fossil fuel; Petroleum; Petroleum engineering; Chemistry; Environmental engineering; Waste management; Geology; Engineering; Organic chemistry","score_opus":0.015980036250240304,"score_gpt":0.2725528872599521,"score_spread":0.2565728510097118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968028718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9830545,0.000066973436,0.000053587704,0.0032180522,0.00038701267,0.000024620598,0.000008125847,0.000016254737,0.013170848],"genre_scores_gemma":[0.9983631,0.00045695575,0.00014154949,0.00015500141,0.00012872762,0.000019434221,0.000006561976,0.0000053605204,0.00072335417],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992449,0.0000093088065,0.000181752,0.00024162147,0.00020270287,0.000119688615],"domain_scores_gemma":[0.9996948,0.00005184078,0.000037125123,0.000088892964,0.000037174803,0.00009016806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012241236,0.00009053339,0.00009530975,0.000035186025,0.000019098094,0.000080089485,0.000108354274,0.00007921519,0.00013105106],"category_scores_gemma":[0.00007780539,0.000089343404,0.00001285017,0.000044486562,0.000020133446,0.00022167896,0.000096099626,0.00011351617,0.000011809195],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010013989,0.000046451936,0.0032612216,0.000017254033,9.476662e-8,0.000013370396,0.00021901008,0.00019723433,0.98010445,0.000025132811,0.00009719214,0.015918424],"study_design_scores_gemma":[0.0005408388,0.000052387317,0.00025596307,0.00022983727,0.0000014510127,0.000015259768,0.00022736656,0.00019840819,0.9969108,0.00035146959,0.0010828108,0.00013340259],"about_ca_topic_score_codex":0.00004507273,"about_ca_topic_score_gemma":0.000045392182,"teacher_disagreement_score":0.016806332,"about_ca_system_score_codex":0.0000634564,"about_ca_system_score_gemma":0.000009866686,"threshold_uncertainty_score":0.3643318},"labels":[],"label_agreement":null},{"id":"W1972490052","doi":"10.2118/140838-ms","title":"Optimizing Paraffin and Naphthene Wax-Treatment Options Using Cross-Polarized Microscopy","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wax; Pour point; Materials science; Paraffin wax; Crystal (programming language); Chemical engineering; Viscosity; Chromatography; Composite material; Chemistry; Computer science","score_opus":0.02423665976175023,"score_gpt":0.2898155716647891,"score_spread":0.2655789119030389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972490052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86969155,0.00026863956,0.0002940317,0.00028940893,0.00012249497,0.000008611358,0.00005023385,0.000096101736,0.12917893],"genre_scores_gemma":[0.97031724,0.00046123055,0.006738187,0.0001002101,0.0003517236,0.000017361854,0.00007600369,0.000033619555,0.0219044],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986722,0.0000070400447,0.0003294628,0.00048176633,0.00023910787,0.00027041123],"domain_scores_gemma":[0.99924076,0.000050675048,0.00017206889,0.00030509743,0.00009650228,0.00013490408],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006486854,0.00027506237,0.00023519562,0.000038249123,0.00019248921,0.00017724361,0.00031115668,0.00020782686,0.0028015422],"category_scores_gemma":[0.000029851091,0.0002623203,0.00015948254,0.00006550737,0.00010662112,0.00013010988,0.00008359862,0.00021547754,0.000016570071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011209054,0.00023060219,0.0025117737,0.000043564043,0.00023597095,0.00002855359,0.00023865436,0.00018362042,0.9954563,0.00004315408,0.0000110722485,0.0009046388],"study_design_scores_gemma":[0.000894899,0.000019373965,0.000024006013,0.0001363829,0.00007975586,0.000060259496,0.00011114737,0.0029747798,0.9935441,0.00011089615,0.0017544894,0.00028990838],"about_ca_topic_score_codex":0.00021791486,"about_ca_topic_score_gemma":0.000003525495,"teacher_disagreement_score":0.10727453,"about_ca_system_score_codex":0.00018301807,"about_ca_system_score_gemma":0.000051805753,"threshold_uncertainty_score":0.9999829},"labels":[],"label_agreement":null},{"id":"W1974125389","doi":"10.2118/121731-ms","title":"Mitigation of Reservoir Souring by Nitrate in a Produced Water Re-Injection System in Alberta","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Nitrate; Produced water; Biocide; Injection well; Calcium nitrate; Water injection (oil production); Environmental science; Water treatment; Chemistry; Environmental chemistry; Environmental engineering; Calcium; Geology; Petroleum engineering","score_opus":0.0050817699786940215,"score_gpt":0.20850970088953838,"score_spread":0.20342793091084435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974125389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9479569,0.0000039922866,0.00004290896,0.0040514334,0.00009827062,0.00007816006,0.0000022438726,0.000013030303,0.047753014],"genre_scores_gemma":[0.9928056,0.000006533043,0.000019631041,0.00008531038,0.00004566935,0.000018725988,0.000027789487,0.0000050082153,0.006985749],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998986,0.000017898634,0.00030249715,0.0002660163,0.00027806923,0.00014952733],"domain_scores_gemma":[0.99973106,0.00002706974,0.00006715339,0.00013231007,0.000017686158,0.000024717687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014973429,0.000106555126,0.00011523105,0.000028714941,0.00002720267,0.0000210505,0.00018214183,0.00007269112,0.00019141268],"category_scores_gemma":[0.000019332374,0.00009299806,0.000034201425,0.00008216546,0.000023830695,0.00014242333,0.000047291895,0.00012330635,0.000030537693],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006772064,0.00012721121,0.023493873,0.000027057098,0.000008407475,0.0000060174316,0.00076758536,0.0014733712,0.97274077,0.00003340428,0.00029487166,0.0009597359],"study_design_scores_gemma":[0.00043515346,0.00003869297,0.0044362885,0.00010434819,0.0000026227594,0.0000046921123,0.0002572233,0.0005996445,0.993357,0.00011087819,0.00053991243,0.00011353386],"about_ca_topic_score_codex":0.0011157899,"about_ca_topic_score_gemma":0.0003387631,"teacher_disagreement_score":0.04484864,"about_ca_system_score_codex":0.00026838508,"about_ca_system_score_gemma":0.0000034635152,"threshold_uncertainty_score":0.37923506},"labels":[],"label_agreement":null},{"id":"W1974139032","doi":"10.2118/121082-ms","title":"Identification and Analysis of Biocides Effective Against Sessile Organisms","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada); Nalco (Canada)","funders":"","keywords":"Biocide; Serial dilution; Bacteria; Microbiology; Temperature gradient gel electrophoresis; Microorganism; Biology; Chemistry; 16S ribosomal RNA; Medicine","score_opus":0.00527582389683705,"score_gpt":0.25121934095659415,"score_spread":0.2459435170597571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974139032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99172753,0.00001250957,0.00063955504,0.00091793167,0.00016784164,0.000055334243,0.000055021213,0.000030647498,0.0063936575],"genre_scores_gemma":[0.9990902,0.000042871136,0.000066885135,0.00015313251,0.000059038794,0.0000071556346,0.000089765614,0.000003852297,0.00048709803],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991835,0.000012348625,0.00023320831,0.00024318793,0.0002476315,0.00008016996],"domain_scores_gemma":[0.9994853,0.00005470824,0.00014520658,0.00015853076,0.00011618306,0.000040047682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010837909,0.0000908962,0.00013664742,0.000056206416,0.000043388074,0.000056631205,0.00014425538,0.00007466859,0.00072474574],"category_scores_gemma":[0.000040790746,0.00008647599,0.00007168638,0.00015082464,0.00003914561,0.00010208187,0.000026437865,0.00006350084,0.000013119722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028284114,0.000086318476,0.00060214003,0.000006513281,0.000010894786,0.0000017097248,0.00007481248,0.00009552962,0.99642736,0.00010393283,0.000106493884,0.002455991],"study_design_scores_gemma":[0.00014647817,0.000032638476,0.0047851168,0.00002674502,0.000078850724,0.0000016726972,0.00003888011,0.00035131184,0.9942402,0.00016847605,0.0000432205,0.0000863614],"about_ca_topic_score_codex":0.0000075917455,"about_ca_topic_score_gemma":0.0000010513726,"teacher_disagreement_score":0.0073626996,"about_ca_system_score_codex":0.00004422395,"about_ca_system_score_gemma":0.000008170381,"threshold_uncertainty_score":0.7935458},"labels":[],"label_agreement":null},{"id":"W1974384997","doi":"10.2118/141449-ms","title":"Studies on the Chemical Stability of Glutaraldehyde in Produced Water","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Glutaraldehyde; Degradation (telecommunications); Ammonium chloride; Pulp and paper industry; Seawater; Chemistry; Ammonium; Biocide; Chloride; Chemical engineering; Environmental chemistry; Environmental science; Chromatography; Organic chemistry; Computer science; Biology; Ecology","score_opus":0.02204852550106413,"score_gpt":0.2117499013574667,"score_spread":0.1897013758564026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974384997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91406584,0.000012597288,5.5780276e-7,0.00071265124,0.00017365046,0.000038377184,0.0000052647797,0.000024503486,0.084966555],"genre_scores_gemma":[0.99951774,0.000044280845,0.000021960366,0.00007182769,0.00008578501,0.000022257926,0.000013580409,0.000007950959,0.00021460281],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99937254,0.0000059782456,0.00021662767,0.00016910031,0.00011415116,0.00012161541],"domain_scores_gemma":[0.9996722,0.000054470096,0.00002326958,0.00021548652,0.000012768933,0.00002184103],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009855714,0.000119880715,0.000112777736,0.0000071502336,0.000010804902,0.0000025874851,0.00024675715,0.00009577567,0.0011326342],"category_scores_gemma":[0.000038189533,0.00007805907,0.000047083773,0.00001932216,0.00008665786,0.000020216403,0.000069211004,0.00022350441,0.000017577695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007060575,0.000094332994,0.0055356342,0.00006226076,0.0000602372,0.0000039069196,0.00037774153,0.00011146234,0.99348396,0.000058988862,0.00007664083,0.00006420455],"study_design_scores_gemma":[0.0001256753,0.00001191956,0.00023953363,0.000027919004,0.000003317372,0.0000025824954,0.00011172092,0.0000868887,0.99882823,0.00034705384,0.0001274736,0.000087674416],"about_ca_topic_score_codex":0.0000068111185,"about_ca_topic_score_gemma":0.0000020545667,"teacher_disagreement_score":0.085451916,"about_ca_system_score_codex":0.00007721912,"about_ca_system_score_gemma":0.0000025967079,"threshold_uncertainty_score":0.9997805},"labels":[],"label_agreement":null},{"id":"W1979134201","doi":"10.2118/164097-ms","title":"Simultaneous Well Stimulation and Scale Squeeze Treatments in Carbonate Reservoirs","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Petroleum engineering; Carbonate; Well stimulation; Brine; Permeability (electromagnetism); Residual oil; Petroleum; Drilling fluid; Environmental science; Fossil fuel; Geology; Drilling; Chemistry; Engineering; Waste management; Reservoir engineering; Materials science; Mechanical engineering; Metallurgy","score_opus":0.00353549990559631,"score_gpt":0.21149974188285522,"score_spread":0.2079642419772589,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979134201","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7901057,0.000033494918,0.00006977835,0.00039294717,0.00014410008,0.00009851622,0.0000069751554,0.00015580904,0.20899267],"genre_scores_gemma":[0.99529105,0.00028597974,0.0005823147,0.000056216395,0.000087220935,0.000051936044,0.000029467625,0.000023403509,0.0035924132],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999254,0.0000055542046,0.00019970919,0.00020623434,0.0001793293,0.00015517019],"domain_scores_gemma":[0.9995942,0.0001278986,0.000029054801,0.0001517612,0.000042069405,0.000054989076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003103087,0.0001513173,0.00011239169,0.000038058097,0.000015150341,0.000047362442,0.00015335238,0.00013892486,0.00042611646],"category_scores_gemma":[0.000025911306,0.00016003683,0.000031350195,0.000052447078,0.000019539448,0.00012908831,0.000034047654,0.00017854015,0.000040461502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004626085,0.00012479328,0.0090616215,0.0001059834,0.00007980335,0.00004443617,0.00016827439,0.15516697,0.8253757,0.000027722015,0.0011737127,0.008624725],"study_design_scores_gemma":[0.00055565714,0.000036977133,0.0012265533,0.00012752673,0.0000065149625,0.000009489581,0.000023527162,0.12829916,0.8669482,0.0012555473,0.0012497064,0.00026116136],"about_ca_topic_score_codex":0.00015159967,"about_ca_topic_score_gemma":0.000024496925,"teacher_disagreement_score":0.20540026,"about_ca_system_score_codex":0.00018319306,"about_ca_system_score_gemma":0.0000051687225,"threshold_uncertainty_score":0.65261126},"labels":[],"label_agreement":null},{"id":"W1979571941","doi":"10.2118/92339-ms","title":"High-Temperature Plug Formation with Silicates","year":2005,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"Sandia National Laboratories; U.S. Department of Energy","keywords":"Silicate; Hydrate; Sodium silicate; Spark plug; Chemical engineering; Atmospheric temperature range; Activator (genetics); Materials science; Mineralogy; Chemistry; Thermodynamics; Engineering; Organic chemistry","score_opus":0.0032613995775900963,"score_gpt":0.19082024892633515,"score_spread":0.18755884934874506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979571941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.820467,0.000012726755,0.000020046813,0.014659115,0.00011843729,0.0000579928,0.000007977984,0.00004539325,0.16461134],"genre_scores_gemma":[0.98358405,0.00008716833,0.0007161962,0.00076831575,0.00031250235,0.000014234316,0.000073398354,0.000011983052,0.014432176],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990936,0.0000070798847,0.00016859017,0.00024078446,0.0003335905,0.00015637014],"domain_scores_gemma":[0.9996178,0.000029339672,0.00007981717,0.00018157436,0.0000148389345,0.0000766315],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005605511,0.00013916181,0.00008721023,0.000009309095,0.00006162399,0.000048135473,0.0002736957,0.000117085656,0.008922916],"category_scores_gemma":[0.000007379291,0.00010387933,0.00003828033,0.00007100041,0.000047437483,0.00018848218,0.00006115352,0.00023138353,0.0005509825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011659495,0.00016330833,0.00074389006,0.000013665084,0.000047789774,0.0000105689105,0.00019671247,0.029190466,0.96018,0.0003234217,0.00666221,0.002351391],"study_design_scores_gemma":[0.00044757876,0.00004155343,0.00015692452,0.00003081829,0.000009059306,0.00003235472,0.000034153203,0.00080262823,0.9682944,0.0002184617,0.0297422,0.00018988873],"about_ca_topic_score_codex":0.00004144342,"about_ca_topic_score_gemma":0.000011799204,"teacher_disagreement_score":0.16311705,"about_ca_system_score_codex":0.00013372477,"about_ca_system_score_gemma":0.000004619643,"threshold_uncertainty_score":0.99198306},"labels":[],"label_agreement":null},{"id":"W1982449967","doi":"10.2118/121761-ms","title":"Incremental Oil Success From Waterflood Sweep Improvement in Alaska","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada); Nalco (Canada)","funders":"","keywords":"Injector; Petroleum engineering; Water injection (oil production); Permeability (electromagnetism); Environmental science; TRACER; Injection well; Oil in place; Geology; Petroleum; Chemistry; Engineering","score_opus":0.0038583227902940073,"score_gpt":0.21434107157082224,"score_spread":0.21048274878052825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982449967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8374833,0.000031961154,0.00016340808,0.0010412746,0.00039509684,0.000033277112,0.000033967244,0.00024699164,0.16057074],"genre_scores_gemma":[0.9971208,0.0003485544,0.00064435357,0.00035374425,0.0003114952,0.000026553736,0.00009707997,0.00002107169,0.0010763376],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988745,0.0000043869486,0.0003146302,0.00027540867,0.0003057768,0.0002253051],"domain_scores_gemma":[0.99960345,0.00003816663,0.00004118667,0.00022817214,0.000028716111,0.0000602788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005572096,0.00020589735,0.00015246269,0.000038696293,0.000016557355,0.000058800615,0.00042161695,0.00015236,0.0007272021],"category_scores_gemma":[0.000011929527,0.00022146323,0.000066735,0.000057017045,0.000013022544,0.0001470902,0.00004491562,0.00029511625,0.00003321978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031095096,0.00010160435,0.00049563404,0.000019566134,0.00003750827,0.000023999763,0.00005237559,0.001140079,0.9674911,0.00003164131,0.000580287,0.029995132],"study_design_scores_gemma":[0.00042930874,0.00004303852,0.00039406688,0.00011952596,0.0000043972814,0.000002379586,0.00001680807,0.000948074,0.9958279,0.00097334373,0.0010091545,0.00023198323],"about_ca_topic_score_codex":0.00012241835,"about_ca_topic_score_gemma":0.00002858076,"teacher_disagreement_score":0.15963753,"about_ca_system_score_codex":0.00030202826,"about_ca_system_score_gemma":0.000008915501,"threshold_uncertainty_score":0.9031008},"labels":[],"label_agreement":null},{"id":"W1985027739","doi":"10.2118/141166-ms","title":"Rheology and Stability of Non-Aqueous Micro Bubble Based Drilling Fluids","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Rheology; Chemical engineering; Materials science; Bubble; Aqueous solution; Polymer; Pulmonary surfactant; Filtration (mathematics); Colloid; Nanofluid; Petroleum engineering; Chromatography; Drilling; Chemistry; Composite material; Nanoparticle; Nanotechnology; Organic chemistry; Geology","score_opus":0.007675008987675339,"score_gpt":0.18914912787335045,"score_spread":0.1814741188856751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985027739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9032786,0.000090853864,0.016146794,0.00008567231,0.0005639657,0.000036883423,0.000017721872,0.00012042887,0.0796591],"genre_scores_gemma":[0.99727637,0.00009605197,0.0023227332,0.000027167975,0.000107606626,0.0000050660924,0.000013611944,0.00001949571,0.00013190015],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99935555,0.0000031039167,0.00021667137,0.00017015876,0.00011089154,0.00014361014],"domain_scores_gemma":[0.99961233,0.00007969833,0.000027683076,0.0001744009,0.000048381782,0.00005748835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007196215,0.00013351542,0.00014237191,0.000025371803,0.000015493262,0.000009472697,0.0001681784,0.000121254096,0.0004314601],"category_scores_gemma":[0.000023505216,0.00014458937,0.000051277693,0.0000374083,0.000039713083,0.000034350804,0.000025750625,0.00016048856,0.000005556209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025328398,0.000043626722,0.0018474611,0.00015164317,0.000050216553,0.000007962975,0.00022152718,0.009408625,0.9869955,0.00006855873,0.000057710287,0.0011218209],"study_design_scores_gemma":[0.00021366877,0.000014802766,0.00013809961,0.000058760175,0.0000070332494,0.000006608843,0.000019381463,0.09936355,0.89972496,0.00006585688,0.0002689157,0.00011833515],"about_ca_topic_score_codex":0.00002908938,"about_ca_topic_score_gemma":0.0000015571558,"teacher_disagreement_score":0.093997784,"about_ca_system_score_codex":0.00003552011,"about_ca_system_score_gemma":0.00000950672,"threshold_uncertainty_score":0.5896183},"labels":[],"label_agreement":null},{"id":"W1990013200","doi":"10.2118/121463-ms","title":"The Corrosiveness of Nitrite in a Produced Water System","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Nitrite; Corrosion; Carbon steel; Inert; Sulfate-reducing bacteria; Chemistry; Corrosion inhibitor; Sulfate; Metallurgy; Sulfide; Hydrogen sulfide; Materials science; Inorganic chemistry; Sulfur; Nitrate; Organic chemistry","score_opus":0.0037804817551414472,"score_gpt":0.20042645708858856,"score_spread":0.1966459753334471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990013200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91080564,0.0000036997778,0.0000060805723,0.0030713216,0.0001735567,0.00006440734,0.0000017658259,0.000020939271,0.085852616],"genre_scores_gemma":[0.9978512,0.000012020894,0.0000099456975,0.00004581198,0.00006164937,0.000009575052,0.000012771042,0.000003144403,0.0019938906],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99935156,0.0000093018725,0.00015995954,0.00016087,0.00020361767,0.000114701004],"domain_scores_gemma":[0.99975806,0.000023877736,0.000042516756,0.00014225584,0.0000108383565,0.000022426364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008167703,0.00007862983,0.00006618117,0.000007858727,0.000041017287,0.000023468143,0.00018175686,0.000045162775,0.00016148089],"category_scores_gemma":[0.000008167366,0.000048014215,0.000040201438,0.000040272702,0.000028944245,0.00005828282,0.000033414028,0.0000654166,0.00006263798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009781613,0.00012692803,0.016624287,0.000008082727,0.0000065309296,0.000008072989,0.000100894744,0.0005146975,0.98132885,0.00007788486,0.00023705857,0.00086888165],"study_design_scores_gemma":[0.00030340848,0.000033159955,0.0032828182,0.00003451813,0.0000035253374,0.000007515033,0.000037817397,0.00019838402,0.99507064,0.00015411509,0.0008123227,0.0000618046],"about_ca_topic_score_codex":0.00009144203,"about_ca_topic_score_gemma":0.000008871108,"teacher_disagreement_score":0.08704558,"about_ca_system_score_codex":0.000140994,"about_ca_system_score_gemma":0.0000026186206,"threshold_uncertainty_score":0.19579628},"labels":[],"label_agreement":null},{"id":"W1993777096","doi":"10.2118/121709-ms","title":"An Environmentally Friendly Stimulation Fluid for High Temperature Applications","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Dissolution; Solubility; Chemistry; Chelation; Corrosion; Carbonate; Precipitation; Calcite; Inorganic chemistry; Mineralogy; Organic chemistry","score_opus":0.005075353035536123,"score_gpt":0.24114091003391233,"score_spread":0.2360655569983762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993777096","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9553941,0.000017346452,0.01107959,0.007549471,0.00047567618,0.0004917223,0.0003321466,0.00021277688,0.024447171],"genre_scores_gemma":[0.9942336,0.000028112994,0.0013077881,0.0011422434,0.00070161227,0.00008413361,0.0012392345,0.000013999577,0.001249267],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988921,0.000009930717,0.0002529758,0.00038006136,0.00031326804,0.00015166403],"domain_scores_gemma":[0.99943346,0.000035259072,0.00009885776,0.00025727684,0.00008700859,0.00008816022],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008421934,0.00014956229,0.00010176556,0.00002387993,0.00011486695,0.00013749869,0.00026490333,0.0001503046,0.0019004497],"category_scores_gemma":[0.000014201943,0.00015501436,0.000061130966,0.000045416735,0.00003234154,0.00021871144,0.000015621288,0.00008914967,0.000039554005],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081966544,0.00019862574,0.000009971719,0.000008803952,0.0000041694593,9.4797826e-7,0.000023221957,0.0029554376,0.99047136,0.0047360403,0.00084505335,0.00066442473],"study_design_scores_gemma":[0.00052865694,0.00013343812,0.00011200692,0.000016863578,0.000008921269,0.000005782278,0.000030844774,0.001023607,0.9864673,0.002171885,0.009316663,0.00018405188],"about_ca_topic_score_codex":0.0000046333503,"about_ca_topic_score_gemma":8.678197e-7,"teacher_disagreement_score":0.038839508,"about_ca_system_score_codex":0.00012534986,"about_ca_system_score_gemma":0.000019570949,"threshold_uncertainty_score":0.99901193},"labels":[],"label_agreement":null},{"id":"W1994342589","doi":"10.2118/64998-ms","title":"Setting Rheological Targets for Chemical Solutions in Mud Removal and Cement Slurry Design","year":2001,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Rheology; Drilling fluid; Casing; Fluid mechanics; Slurry; Cement; Annulus (botany); Petroleum engineering; Bingham plastic; Geotechnical engineering; Fluid dynamics; Geology; Materials science; Mechanics; Engineering; Mechanical engineering; Composite material; Drilling","score_opus":0.014095216551905062,"score_gpt":0.21912571109976556,"score_spread":0.2050304945478605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994342589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5640113,0.00063894555,0.33187717,0.005295204,0.0015633735,0.00038174275,0.00003530453,0.00063827995,0.095558725],"genre_scores_gemma":[0.9916902,0.00027707248,0.006990403,0.000074805444,0.00035244322,0.00004156832,0.00003198397,0.000020123709,0.00052137295],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992398,0.000003744116,0.00020061921,0.00019512858,0.00012260712,0.00023810231],"domain_scores_gemma":[0.9996684,0.00013840981,0.000018307011,0.00009059088,0.000023105935,0.00006116795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012643308,0.00013489707,0.000109346656,0.000024618404,0.000032672328,0.000027161788,0.00013146651,0.00012598044,0.0000835452],"category_scores_gemma":[0.000059870963,0.00014424411,0.000044155044,0.000041392486,0.000018595534,0.000042390362,0.000033729324,0.00018852943,0.000004186852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000074878015,0.00008390812,0.00020323308,0.00009814955,0.000070302245,0.00006696654,0.00012820173,0.4108799,0.5803743,0.000989472,0.0014278414,0.0056028552],"study_design_scores_gemma":[0.00069074886,0.000022088914,0.000024130728,0.00011361485,0.000008470133,0.000095976924,0.000040126397,0.7117072,0.27794066,0.0010227925,0.008044049,0.0002901974],"about_ca_topic_score_codex":0.0000035872024,"about_ca_topic_score_gemma":5.0507794e-7,"teacher_disagreement_score":0.42767897,"about_ca_system_score_codex":0.00009149224,"about_ca_system_score_gemma":0.0000067369515,"threshold_uncertainty_score":0.5882104},"labels":[],"label_agreement":null},{"id":"W1995934445","doi":"10.2118/141033-ms","title":"The Impact of Organic Acid on Scale Inhibitor/Corrosion Inhibitor Interaction, a Case Study from West Africa","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Corrosion inhibitor; Acetic acid; Corrosion; Chemistry; Brine; Organic acid; Organic chemistry","score_opus":0.012476624445663935,"score_gpt":0.23803642260870578,"score_spread":0.22555979816304184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995934445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98151034,0.000050998988,0.00011676977,0.00010975108,0.00074660813,0.00012354321,0.000046564328,0.00022894777,0.017066449],"genre_scores_gemma":[0.9993143,0.000058618483,0.00006481072,0.000005984448,0.00028430045,0.000026208189,0.0000088954375,0.000035327263,0.00020155469],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988439,0.000012364641,0.0003582593,0.00026329228,0.0003237627,0.00019841186],"domain_scores_gemma":[0.9990801,0.00018637003,0.00011305427,0.0004469147,0.000109657274,0.00006390717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000733951,0.00024151249,0.00017629452,0.000044237375,0.000075741744,0.000043678447,0.00045241613,0.0001795146,0.000568355],"category_scores_gemma":[0.00010730619,0.00018057102,0.00012392514,0.00011463038,0.00006278455,0.00008359655,0.000123281,0.00045159046,0.000046690442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016096586,0.0005239496,0.0030897679,0.000014829067,0.00016996537,0.00029063039,0.00116071,0.0005230979,0.9900571,0.0000062168356,0.0023283402,0.0016744317],"study_design_scores_gemma":[0.00043614735,0.00024756131,0.0003153755,0.000089572015,0.000022404462,0.00012428872,0.0030110464,0.0011379308,0.99412817,0.00014394042,0.00014076804,0.0002027977],"about_ca_topic_score_codex":0.00020011007,"about_ca_topic_score_gemma":0.000040983443,"teacher_disagreement_score":0.017803933,"about_ca_system_score_codex":0.00029631183,"about_ca_system_score_gemma":0.000021699861,"threshold_uncertainty_score":0.73634726},"labels":[],"label_agreement":null},{"id":"W1997371729","doi":"10.2118/164123-ms","title":"Quantitative and Visual Characterization of Asphaltenic Components of Heavy-Oil and Bitumen Samples after Solvent Interaction at Different Temperatures and Pressures","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asphaltene; Solvent; Asphalt; Precipitation; Vapor pressure; Chemistry; Chemical engineering; Materials science; Light crude oil; Analytical Chemistry (journal); Petroleum engineering; Chromatography; Organic chemistry; Composite material; Geology","score_opus":0.0102217627037919,"score_gpt":0.25373506922467803,"score_spread":0.24351330652088612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997371729","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971431,0.0002095432,0.000009927375,0.0006686493,0.00004486175,0.0000075313433,0.0000603393,0.000012212801,0.0018438576],"genre_scores_gemma":[0.9961915,0.0008042478,0.000039858918,0.000035792047,0.000060814804,0.000020253854,0.00016453906,0.000010062393,0.0026729275],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99911624,0.000010252261,0.0002924188,0.00026065184,0.00022176215,0.000098654564],"domain_scores_gemma":[0.99942803,0.00009403777,0.00022873594,0.00008249222,0.000105834944,0.000060850485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000029630812,0.00015752869,0.00022151424,0.00003498503,0.000041855787,0.000057741116,0.00007750966,0.00008780656,0.00040973266],"category_scores_gemma":[0.000026196516,0.00013616934,0.000046982143,0.000023950215,0.00009469219,0.00012425211,0.00010143819,0.00012118349,7.592318e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027552526,0.00013476462,0.015217455,0.0004264149,0.00016903214,0.0000011931104,0.0001629502,0.0000029751766,0.9816714,0.000010856001,0.000008928667,0.0019185157],"study_design_scores_gemma":[0.00040387723,0.000038167185,0.010131163,0.00040307856,0.00004955913,0.000010534841,0.00011694042,0.0017328061,0.98676723,0.000032063137,0.00018227143,0.00013233059],"about_ca_topic_score_codex":0.00010171057,"about_ca_topic_score_gemma":0.000004801933,"teacher_disagreement_score":0.005095819,"about_ca_system_score_codex":0.000028765073,"about_ca_system_score_gemma":0.0000052871223,"threshold_uncertainty_score":0.5552824},"labels":[],"label_agreement":null},{"id":"W1999063680","doi":"10.2118/164048-ms","title":"Novel Scale Remediation for Steam Assisted Gravity Drainage (SAGD) Operations","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Steam injection; Brine; Spark plug; Environmental science; Differential pressure; Drainage; Environmental remediation; Waste management; Oil field; Environmental engineering; Pulp and paper industry; Geology; Asphalt; Chemistry; Oil sands; Engineering; Materials science; Contamination; Mechanics; Mechanical engineering","score_opus":0.007757185831145561,"score_gpt":0.2330285312239185,"score_spread":0.22527134539277294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999063680","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36583933,0.00005352327,0.20058326,0.0064049675,0.0023219548,0.0009331688,0.00029299027,0.0015429648,0.42202786],"genre_scores_gemma":[0.9740354,0.00007652347,0.017394735,0.00027761672,0.00058332836,0.00050842436,0.0003268313,0.00004892704,0.006748202],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99907047,0.0000041029607,0.00026954073,0.00023487613,0.000235497,0.00018551588],"domain_scores_gemma":[0.99937046,0.000102465,0.00003960577,0.00023643598,0.00017994447,0.000071074064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007492948,0.00017075082,0.00013006532,0.000033612792,0.000056502264,0.000101900696,0.00029344385,0.00017676118,0.00041860287],"category_scores_gemma":[0.00007917349,0.00018597058,0.00009606723,0.0000651987,0.000022780248,0.00023622182,0.000031868796,0.00019458793,0.000044977085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073980136,0.00007247042,0.00003660201,0.00004950306,0.000037805497,4.46135e-7,0.000034273355,0.0033542332,0.9873892,0.0002390305,0.004116327,0.00466268],"study_design_scores_gemma":[0.00035432458,0.000026942515,0.0003585103,0.000061310726,0.000009377202,0.000008262544,0.000025563222,0.01840833,0.97533804,0.0010701914,0.0040997826,0.00023938116],"about_ca_topic_score_codex":0.000043290867,"about_ca_topic_score_gemma":0.000029663424,"teacher_disagreement_score":0.6081961,"about_ca_system_score_codex":0.00020114877,"about_ca_system_score_gemma":0.000015709342,"threshold_uncertainty_score":0.75836605},"labels":[],"label_agreement":null},{"id":"W2000195884","doi":"10.2118/173739-ms","title":"Reservoir Simulation and Near-Well Bore Modelling to Aid Scale Management in a Low Temperature Development with Multilateral Wells","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Subsea; Petroleum engineering; Seawater; Injection well; Aquifer; Completion (oil and gas wells); Environmental science; Wellbore; Scale (ratio); Geology; Groundwater; Geotechnical engineering; Oceanography","score_opus":0.008678824893533022,"score_gpt":0.23324587212906098,"score_spread":0.22456704723552795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000195884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9616728,0.000014923685,0.0033192288,0.00035198807,0.00009860788,0.00013194657,0.0000040580658,0.00012459708,0.034281872],"genre_scores_gemma":[0.9757612,0.00003411644,0.022245005,0.000120733486,0.000059697933,0.00003749583,0.00002902826,0.000025397381,0.0016873318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991319,0.0000041213357,0.00019309514,0.00024201746,0.00026637962,0.00016249293],"domain_scores_gemma":[0.999658,0.000022133081,0.000022686281,0.00014344181,0.00005842151,0.00009533914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007269466,0.00016128652,0.00010791584,0.00004109842,0.000020993348,0.00007902469,0.00016499436,0.00010725753,0.000028212278],"category_scores_gemma":[0.0000038023277,0.00015760351,0.00001635775,0.00007855559,0.000011697924,0.00011504678,0.00005611109,0.00019161084,0.000012497823],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000111361536,0.000031235657,0.00044085804,0.00007957747,0.000026270098,0.000020792062,0.00038538402,0.9883948,0.009654594,0.000004840296,0.0002170977,0.00063318777],"study_design_scores_gemma":[0.00057886355,0.000028970593,0.000105105595,0.00047402785,0.000003722348,0.0000042693628,0.00006231812,0.38255003,0.6099928,0.00009974845,0.0058283447,0.00027180984],"about_ca_topic_score_codex":0.000013681965,"about_ca_topic_score_gemma":0.00001645342,"teacher_disagreement_score":0.6058448,"about_ca_system_score_codex":0.00022382097,"about_ca_system_score_gemma":0.000013337976,"threshold_uncertainty_score":0.64268845},"labels":[],"label_agreement":null},{"id":"W2000472206","doi":"10.2118/139815-ms","title":"Sandstone Acidizing Using A New Class of Chelating Agents","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Precipitation; Magnesium; Chelation; Dolomite; Geology; Mineralogy; Calcium; Permeability (electromagnetism); Bentonite; Chemistry; Inorganic chemistry; Organic chemistry; Geotechnical engineering","score_opus":0.02279804683620089,"score_gpt":0.242117623081934,"score_spread":0.21931957624573312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000472206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.714546,0.000060613558,0.0033078282,0.0002206,0.00034681175,0.000026995496,0.000005315516,0.00009699609,0.2813888],"genre_scores_gemma":[0.99665457,0.000063193795,0.0013928174,0.000043736898,0.00028605,0.000001464837,0.000009430914,0.000020211755,0.0015285383],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99918026,0.0000043236873,0.00026599676,0.00015563825,0.00024103008,0.00015274904],"domain_scores_gemma":[0.99959075,0.000027825345,0.00007146138,0.00018901147,0.000036938043,0.000084025036],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000055362067,0.00013443129,0.00015182197,0.00003710343,0.000026881527,0.000015287455,0.00026869253,0.00012042606,0.0012533395],"category_scores_gemma":[0.0000282938,0.00013433087,0.00011893133,0.000076610115,0.000018994853,0.00006644993,0.000043211818,0.00020328448,0.000013295184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003282031,0.00007232559,0.0014260156,0.00013495777,0.00047013877,0.00002678805,0.0008854273,0.16000846,0.83445764,0.000027062426,0.0008354933,0.0016228596],"study_design_scores_gemma":[0.00024017187,0.000007956638,0.00010997285,0.00012815636,0.00002866417,0.000009450418,0.00006463088,0.0536554,0.9445986,0.000095878415,0.00091106904,0.00015003527],"about_ca_topic_score_codex":0.00018813978,"about_ca_topic_score_gemma":0.0000034278169,"teacher_disagreement_score":0.28210852,"about_ca_system_score_codex":0.00007109751,"about_ca_system_score_gemma":0.000016357166,"threshold_uncertainty_score":0.99965966},"labels":[],"label_agreement":null},{"id":"W2001415509","doi":"10.2118/121522-ms","title":"Successful Naphthenate Scale and Soap Emulsion Management","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Process Simulations Limited (Canada)","funders":"","keywords":"Computer science; Scale (ratio); Engineering; Risk analysis (engineering); Management science; Construction engineering; Business","score_opus":0.0044668302304880945,"score_gpt":0.2314236561301125,"score_spread":0.2269568258996244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001415509","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46449763,0.0000651579,0.000038539933,0.0054127635,0.0000610485,0.000004416225,0.000010990295,0.00007863987,0.5298308],"genre_scores_gemma":[0.9397922,0.00045323704,0.00021259033,0.0005112858,0.00031561943,0.0000062096906,0.000060847833,0.000012197283,0.058635823],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987012,0.0000038808807,0.00024573566,0.0004312921,0.0004015382,0.00021636795],"domain_scores_gemma":[0.99943477,0.000027588274,0.0001083903,0.0002621176,0.000058115547,0.00010902275],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005642388,0.00020253798,0.0001615969,0.00003461556,0.00010248612,0.00013519196,0.00038460983,0.00013539723,0.001452678],"category_scores_gemma":[0.000011530019,0.00019275436,0.00010124309,0.00006856122,0.000040047213,0.0000940841,0.00007151583,0.00023020379,0.00002930277],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010761124,0.00025238688,0.0016170655,0.00014144511,0.00014529808,0.000068402325,0.00007381617,0.00008685921,0.9263782,0.00019751323,0.0008322355,0.07009915],"study_design_scores_gemma":[0.0008254468,0.000020236577,0.00012925008,0.00030064903,0.00006133288,0.000037975115,0.00019315902,0.0013460441,0.9710474,0.0012701747,0.02439644,0.00037189896],"about_ca_topic_score_codex":0.000012470847,"about_ca_topic_score_gemma":0.0000012880695,"teacher_disagreement_score":0.47529456,"about_ca_system_score_codex":0.000065950575,"about_ca_system_score_gemma":0.000006459582,"threshold_uncertainty_score":0.9994601},"labels":[],"label_agreement":null},{"id":"W2013796587","doi":"10.2118/141352-ms","title":"Determining Microbial Activities in Samples from the Shale Gas Field Compromising Water Reuse and Disposal","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Baker Hughes","keywords":"Guar gum; Chemistry; Sulfate; Sulfate-reducing bacteria; Food science; Fermentation; Bacteria; Environmental chemistry; Biology; Organic chemistry","score_opus":0.010858106735911314,"score_gpt":0.20155407409188258,"score_spread":0.19069596735597127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013796587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.984437,0.000025999738,0.00012235779,0.0015115505,0.00020144899,0.000023273551,0.000012230726,0.000044338674,0.013621804],"genre_scores_gemma":[0.99890906,0.00007732627,0.0003024626,0.00014556604,0.0002688035,0.0000057306506,0.000022802587,0.000013549288,0.00025471544],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993901,0.000008863653,0.00016738972,0.00016803107,0.00011256946,0.00015301067],"domain_scores_gemma":[0.99954474,0.00016771398,0.000020328882,0.00022254603,0.000009780962,0.00003487888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000053558124,0.00012469935,0.00011579094,0.000018554201,0.000043874654,0.000056351524,0.0003322255,0.00009524882,0.0004960515],"category_scores_gemma":[0.000028475435,0.000087484485,0.000052097323,0.000019970048,0.000030145378,0.000054648375,0.00010026568,0.0002510058,0.000005668194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010188957,0.00007398112,0.01649696,0.0000588431,0.00024712924,0.000071278395,0.006144576,0.0055989153,0.9670855,0.0000067078145,0.0009866101,0.0031275996],"study_design_scores_gemma":[0.00022620702,0.000009036963,0.0008818423,0.000101524754,0.000012827039,0.000008403918,0.00018806334,0.0043280623,0.99314576,0.00020558242,0.0007485964,0.00014411274],"about_ca_topic_score_codex":0.00050015684,"about_ca_topic_score_gemma":0.000100102865,"teacher_disagreement_score":0.026060231,"about_ca_system_score_codex":0.000031052583,"about_ca_system_score_gemma":0.0000040988048,"threshold_uncertainty_score":0.5431416},"labels":[],"label_agreement":null},{"id":"W2017050930","doi":"10.2118/121142-ms","title":"The Modelling, Application and Monitoring of Scale Squeeze Treatments in Heterogeneous Reservoirs, North Sea","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Seawater; Environmental science; Petroleum engineering; Produced water; Scale (ratio); Production (economics); Barium sulphate; Process engineering; Engineering; Environmental engineering; Geology; Chemistry; Oceanography","score_opus":0.010112315614371122,"score_gpt":0.24142508372442442,"score_spread":0.2313127681100533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017050930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9915859,0.00005400511,0.00054872694,0.0011908569,0.00010987886,0.00007836136,0.000015102069,0.000019237945,0.006397911],"genre_scores_gemma":[0.9988851,0.00035973644,0.00013194127,0.00004343989,0.000120820376,0.000014450019,0.000031381882,0.0000054551574,0.00040769656],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992004,0.000010854998,0.00023244903,0.0002022821,0.00024566625,0.00010833703],"domain_scores_gemma":[0.9995978,0.00003807249,0.00009716319,0.00015688705,0.00007167934,0.000038412683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000074593234,0.00008972177,0.00008123097,0.00001732525,0.000053190524,0.000048678197,0.00016145661,0.000060546172,0.000030761523],"category_scores_gemma":[0.000009973639,0.00007572236,0.000031746877,0.000053800133,0.000035548335,0.000066880246,0.000026353708,0.00006887786,0.0000033507463],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000111571426,0.0001253024,0.008872884,0.000014916523,0.0000066003763,0.0000032087164,0.000120053424,0.028014079,0.96144617,0.00013827738,0.000035091263,0.001111866],"study_design_scores_gemma":[0.00033916035,0.000036937767,0.00094901357,0.000044120632,0.000004454602,0.000005618922,0.000027825712,0.015606634,0.9819609,0.00060396356,0.00033580186,0.00008556065],"about_ca_topic_score_codex":0.000059093,"about_ca_topic_score_gemma":0.000014882686,"teacher_disagreement_score":0.020514758,"about_ca_system_score_codex":0.00007613261,"about_ca_system_score_gemma":0.000011232815,"threshold_uncertainty_score":0.30878684},"labels":[],"label_agreement":null},{"id":"W2022810209","doi":"10.2118/140780-ms","title":"Environmentally Acceptable Polymeric Corrosion Inhibitors","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Corrosion; Adsorption; Quartz crystal microbalance; Surface tension; Critical micelle concentration; Chemical engineering; Materials science; Asphaltene; Monomer; Environmental science; Process engineering; Chemistry; Petroleum engineering; Micelle; Polymer; Organic chemistry; Metallurgy; Composite material; Engineering; Thermodynamics","score_opus":0.010952749786937667,"score_gpt":0.20439907446152336,"score_spread":0.1934463246745857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022810209","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4369805,0.000038965874,0.000016139096,0.00021971439,0.00055285206,0.000028254106,0.00002710898,0.0000733159,0.56206316],"genre_scores_gemma":[0.9600953,0.00010776015,0.000069053385,0.00020618283,0.000552826,0.000026079346,0.000052069117,0.000033520853,0.03885723],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984072,0.0000060829593,0.00036447556,0.00043972486,0.0004979288,0.00028462103],"domain_scores_gemma":[0.9992391,0.000041138814,0.00017726605,0.0003686004,0.000028673125,0.00014521206],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000056727513,0.00025522354,0.0001805686,0.000018540424,0.00008823683,0.000058569593,0.0005518024,0.00021759144,0.044639237],"category_scores_gemma":[0.000018255892,0.00024664873,0.00014954635,0.00005762021,0.00005506354,0.00012885308,0.00013684499,0.00026188357,0.00027169925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012169102,0.00024904308,0.006780149,0.000029420333,0.00004113337,0.00002876964,0.00015436237,0.000009380758,0.98876613,0.000058479418,0.0010573961,0.0027040164],"study_design_scores_gemma":[0.00043031934,0.000023064289,0.00017044955,0.00007705925,0.000012271535,0.00002987583,0.00029519718,0.000061957304,0.9781607,0.00007029788,0.02038211,0.000286719],"about_ca_topic_score_codex":0.0002159347,"about_ca_topic_score_gemma":0.0000033498955,"teacher_disagreement_score":0.52320594,"about_ca_system_score_codex":0.00016753552,"about_ca_system_score_gemma":0.000023793174,"threshold_uncertainty_score":0.99999857},"labels":[],"label_agreement":null},{"id":"W2025652511","doi":"10.2118/164068-ms","title":"The Impact of Dissolved Organic-Carbon Type on the Extent of Reservoir Souring","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"BTEX; Nitrate; Environmental chemistry; Environmental science; Sulfate; Nutrient; Dissolved organic carbon; Sulfate-reducing bacteria; Total organic carbon; Environmental engineering; Chemistry; Toluene; Organic chemistry","score_opus":0.011803299137046981,"score_gpt":0.262348351008151,"score_spread":0.25054505187110404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025652511","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96122354,0.000041349173,0.00014678942,0.0008437115,0.00025103218,0.00006473448,0.0000031999987,0.000039185114,0.03738644],"genre_scores_gemma":[0.9986189,0.00012392897,0.000105764215,0.0000067898754,0.00014099306,0.000009298178,0.000004030567,0.000019212937,0.0009711017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992447,0.0000148590725,0.00025050552,0.000099746605,0.00026020457,0.00012999211],"domain_scores_gemma":[0.9989561,0.00047484363,0.00006213576,0.0003456889,0.00012211615,0.00003912217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015399871,0.00012120878,0.000111205474,0.00001669716,0.000029119601,0.000030723757,0.00041338315,0.00007158103,0.00043260586],"category_scores_gemma":[0.0001981641,0.00007217641,0.000102510276,0.000085784726,0.000027243366,0.000029004854,0.00004024969,0.00021312063,0.000007675484],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029041823,0.000020406427,0.00040495332,0.00002150437,0.00010195902,4.4425056e-7,0.000053503125,0.51830333,0.48043028,0.00010915878,0.00036685358,0.00015859675],"study_design_scores_gemma":[0.00019107702,0.000056484798,0.0014856643,0.00008578166,0.0000050940216,0.0000014704218,0.000046162266,0.23431747,0.7630355,0.000469566,0.00020012114,0.00010567098],"about_ca_topic_score_codex":0.000053491214,"about_ca_topic_score_gemma":6.9986294e-7,"teacher_disagreement_score":0.28398585,"about_ca_system_score_codex":0.000063590676,"about_ca_system_score_gemma":0.000011760889,"threshold_uncertainty_score":0.47367308},"labels":[],"label_agreement":null},{"id":"W2029720569","doi":"10.2118/164088-ms","title":"Development of Peracetic Acid (PAA) as an Environmentally Safe Biocide for Water Treatment During Hydraulic Fracturing Applications","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada); Nalcor Energy (Canada)","funders":"","keywords":"Biocide; Hydraulic fracturing; Biofouling; Produced water; Peracetic acid; Petroleum engineering; Corrosion; Water treatment; Environmental science; Oil shale; Waste management; Chemistry; Environmental chemistry; Environmental engineering; Geology; Engineering; Organic chemistry","score_opus":0.007856855330282799,"score_gpt":0.24894545649397948,"score_spread":0.24108860116369668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029720569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99228597,0.000026019869,0.0004830518,0.00083059043,0.000061205836,0.00029990598,0.000022548498,0.0000073884244,0.0059833084],"genre_scores_gemma":[0.99307925,0.00012288903,0.0019302721,0.00009523871,0.0003350987,0.0004238306,0.0004931626,0.000020734527,0.003499509],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989954,0.000006755358,0.0002533433,0.00034740526,0.00018112513,0.00021595025],"domain_scores_gemma":[0.99949825,0.00000948038,0.00006095775,0.00026698713,0.00006135064,0.00010299208],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004993786,0.00015930108,0.000115804076,0.000017156332,0.0000953855,0.00003748152,0.0002646676,0.00013359675,0.00097004644],"category_scores_gemma":[0.00000840238,0.0001313009,0.000084819,0.00001297301,0.000040409166,0.000012374096,0.000083466875,0.000058785732,0.000063130545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011436622,0.00019491806,0.00007032106,0.000032057254,0.00008294736,5.852465e-7,0.000095698044,0.000044483757,0.99409854,0.000008512082,0.000018628822,0.0052389614],"study_design_scores_gemma":[0.000573966,0.00010878862,0.00018797221,0.000011019391,0.000006358067,0.0000064435267,0.000052754756,0.000021302109,0.9569157,0.000049891336,0.041918356,0.00014745604],"about_ca_topic_score_codex":0.000022644057,"about_ca_topic_score_gemma":0.0000036220097,"teacher_disagreement_score":0.041899726,"about_ca_system_score_codex":0.000085020394,"about_ca_system_score_gemma":0.000036415437,"threshold_uncertainty_score":0.9999432},"labels":[],"label_agreement":null},{"id":"W2032588665","doi":"10.2118/173713-ms","title":"Corrosion and Scale Formation in High Temperature Sour Gas Wells: Chemistry and Field Practice","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydrogen sulfide; Iron sulfide; Corrosion; Sour gas; Mackinawite; Sulfide; Pyrrhotite; Chemistry; Context (archaeology); Hydrogen; Carbon dioxide; Carbonate; Metallurgy; Inorganic chemistry; Materials science; Geology; Natural gas; Sulfur; Organic chemistry","score_opus":0.007353316842060698,"score_gpt":0.2355530514651872,"score_spread":0.2281997346231265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032588665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.953669,0.00005731507,0.00007774,0.014705005,0.0002811455,0.00007010958,0.000018487946,0.000040499697,0.03108068],"genre_scores_gemma":[0.9965254,0.00028427973,0.00027861368,0.0012537943,0.0002566789,0.000011939238,0.000082564315,0.000010012291,0.001296696],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99901325,0.000019607052,0.00024295914,0.000275473,0.00031809293,0.00013061997],"domain_scores_gemma":[0.99939835,0.00009489212,0.00011560811,0.00012793289,0.00015318651,0.0001100575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018795957,0.00013261673,0.00011269002,0.000014405157,0.000041890788,0.00016144886,0.000112591966,0.00018789129,0.00040338462],"category_scores_gemma":[0.00022120457,0.00013172203,0.00002075066,0.00005946135,0.000038994895,0.00038102435,0.0000833438,0.00019422823,0.00001235731],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020634962,0.00006147485,0.00009904783,0.000050551316,0.0000016135809,0.000012545857,0.00021231416,0.00009707244,0.9968792,0.00009067838,0.002134528,0.00015458018],"study_design_scores_gemma":[0.0008016077,0.000035576024,0.000022419958,0.000115259005,0.000006322027,0.00013831882,0.0005114575,0.00085724506,0.9922173,0.00041811276,0.004723359,0.00015300272],"about_ca_topic_score_codex":0.000050490093,"about_ca_topic_score_gemma":0.0000069349753,"teacher_disagreement_score":0.042856403,"about_ca_system_score_codex":0.00009447544,"about_ca_system_score_gemma":0.00002328585,"threshold_uncertainty_score":0.53714687},"labels":[],"label_agreement":null},{"id":"W2032608903","doi":"10.2118/140860-ms","title":"Selection of the Right Demulsifier for Chemical Enhanced Oil Recovery","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"Rice University","keywords":"Demulsifier; Emulsion; Pulmonary surfactant; Cationic polymerization; Polymer; Ammonium; Chemical engineering; Produced water; Chemistry; Alkyl; Ammonium bromide; Chromatography; Organic chemistry; Environmental engineering","score_opus":0.0071979983221838705,"score_gpt":0.21096434192996247,"score_spread":0.2037663436077786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032608903","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38608798,0.000018771796,0.005583317,0.00020996605,0.001062235,0.000081334685,0.000037215763,0.00023782846,0.60668135],"genre_scores_gemma":[0.9924395,0.000109660796,0.0029687728,0.00008018302,0.00023750994,0.000080218924,0.000012722046,0.000028506398,0.004042896],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999252,0.000004375676,0.00024474502,0.00017763935,0.00017694921,0.00014425072],"domain_scores_gemma":[0.9995246,0.000082641636,0.000073086856,0.00019218458,0.00009616354,0.00003135242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000053745945,0.00013826776,0.00012334081,0.000017473441,0.000021844458,0.00001028541,0.00036781782,0.00017598685,0.0006399133],"category_scores_gemma":[0.000060208724,0.00011907127,0.00014870937,0.00006547381,0.000030638188,0.00007565297,0.00003307537,0.00018906432,0.000005602173],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060242222,0.00004178967,0.000031402422,0.00007181649,0.00006580606,2.7229544e-7,0.00004422221,0.00014537877,0.993767,0.00019795418,0.0012582361,0.004315885],"study_design_scores_gemma":[0.00016365598,0.000019362935,0.000020377462,0.00008827275,0.000011347489,0.000004229516,0.0000048690267,0.0005898989,0.9952566,0.0017340025,0.0019776046,0.00012976],"about_ca_topic_score_codex":0.00000588654,"about_ca_topic_score_gemma":0.0000030462454,"teacher_disagreement_score":0.60635155,"about_ca_system_score_codex":0.000115296934,"about_ca_system_score_gemma":0.000013559524,"threshold_uncertainty_score":0.7006602},"labels":[],"label_agreement":null},{"id":"W2042671830","doi":"10.2118/121158-ms","title":"Selection and Application of Scale Inhibitor for Application in Oxygenated Produced Water, Norwegian Sector, North Sea","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Environmental science; Produced water; Brine; Production (economics); Scale (ratio); Ferrous; Process engineering; Fossil fuel; Waste management; Computer science; Biochemical engineering; Petroleum engineering; Chemistry; Environmental engineering; Engineering","score_opus":0.005662547923621097,"score_gpt":0.22660061160196585,"score_spread":0.22093806367834476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042671830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908331,0.000005003925,0.0037801953,0.0023489003,0.00012058475,0.0003529324,0.000039225142,0.000055536977,0.0024645333],"genre_scores_gemma":[0.99860567,0.000020174239,0.00026093516,0.00016484395,0.00024508816,0.000089395915,0.0004345585,0.00001104967,0.00016830832],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99886274,0.000011848339,0.0003553223,0.00038404038,0.0002333524,0.000152692],"domain_scores_gemma":[0.9994324,0.000023425673,0.00013282994,0.00014314252,0.00021705043,0.000051149607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014092268,0.00013165548,0.00013724316,0.00005713957,0.000046203448,0.0000385119,0.00013422089,0.00011867966,0.00006544591],"category_scores_gemma":[0.000024648876,0.00012464976,0.000041475356,0.00011765342,0.000028462751,0.00013039426,0.000020986867,0.000086189066,0.000006171581],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015747397,0.00015564656,0.0013619774,0.000056708348,0.0000033079707,1.9296459e-7,0.00010658222,0.0006299131,0.9957028,0.00015386302,0.000077792276,0.0015937374],"study_design_scores_gemma":[0.0006101508,0.00006766221,0.0010532534,0.000028107039,0.000005699763,0.000004512858,0.000017277001,0.01142651,0.98531014,0.00040494333,0.0009341401,0.00013757813],"about_ca_topic_score_codex":0.000045913155,"about_ca_topic_score_gemma":0.000060659553,"teacher_disagreement_score":0.010796597,"about_ca_system_score_codex":0.000115109295,"about_ca_system_score_gemma":0.000018930818,"threshold_uncertainty_score":0.508307},"labels":[],"label_agreement":null},{"id":"W2043895702","doi":"10.2118/173744-ms","title":"Application of Advanced Mass Spectroscopy Techniques for Improved Scale Management in Conventional and Sub-Sea Fields","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Scale (ratio); Toolbox; Mass spectrometry; SCALE-UP; Process engineering; Environmental analysis; Polymer; Chemistry; Biochemical engineering; Nanotechnology; Materials science; Environmental science; Computer science; Chromatography; Engineering; Organic chemistry; Physics","score_opus":0.007168569779369646,"score_gpt":0.2585562508251231,"score_spread":0.2513876810457535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043895702","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8388167,0.000036326554,0.09443761,0.0054185507,0.00044117612,0.00068772206,0.00014206539,0.00009606001,0.059923783],"genre_scores_gemma":[0.9919239,0.00007909392,0.007016272,0.00018421764,0.00010522345,0.00013950144,0.0001586752,0.00000910659,0.0003840106],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99926835,0.0000063285597,0.00023744938,0.00022494422,0.00016774387,0.000095194635],"domain_scores_gemma":[0.9995916,0.000025895932,0.000106836764,0.00011065021,0.00012001209,0.000045018183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013966109,0.000085479754,0.00009922493,0.00003266293,0.000015117009,0.000024979823,0.000121532925,0.000079569865,0.00007068497],"category_scores_gemma":[0.00001665491,0.00009133117,0.000035146386,0.00004534769,0.000039852373,0.00008215325,0.00003530455,0.000053114294,0.0000018050783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020770096,0.00006578038,0.00010719106,0.000055106473,0.0000047980407,4.869246e-7,0.000019192223,0.000083227635,0.99698484,0.0012880588,0.00022954623,0.0009540967],"study_design_scores_gemma":[0.000714171,0.00004927242,0.00004925126,0.000039709925,0.0000046536306,0.0000020559687,0.000055360757,0.0026870368,0.98918563,0.005215874,0.0019064797,0.00009050236],"about_ca_topic_score_codex":0.000012606701,"about_ca_topic_score_gemma":0.000007281704,"teacher_disagreement_score":0.1531072,"about_ca_system_score_codex":0.0000849026,"about_ca_system_score_gemma":0.00001510453,"threshold_uncertainty_score":0.37243772},"labels":[],"label_agreement":null},{"id":"W2047939255","doi":"10.2118/121432-ms","title":"Forecasting the Effects of Reservoir Souring From Waterflooding a Formation Containing Siderite","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Siderite; Seawater; Produced water; Petroleum engineering; Sulfate; Environmental science; Submarine pipeline; Oil field; Geology; Petroleum reservoir; Hydrology (agriculture); Geochemistry; Chemistry; Oceanography; Pyrite; Geotechnical engineering","score_opus":0.007579310868247659,"score_gpt":0.20624429299302893,"score_spread":0.1986649821247813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047939255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96663874,0.00011091532,0.0018857305,0.0017489746,0.00027826705,0.00005219519,0.000004897906,0.00009608167,0.02918417],"genre_scores_gemma":[0.99896336,0.000092699396,0.00016433933,0.000099914054,0.00039955368,0.0000069218227,0.000030028395,0.000012449589,0.00023073754],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99910975,0.0000110574665,0.0002885116,0.00014209335,0.0002752874,0.00017330731],"domain_scores_gemma":[0.9993307,0.0002888207,0.00008005209,0.00020990327,0.00004667288,0.00004383204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000093774135,0.00014206562,0.00015272807,0.000030332627,0.000069913636,0.00005956881,0.00032505416,0.00009331865,0.000059245624],"category_scores_gemma":[0.00012172987,0.00010981875,0.00011490959,0.00006259751,0.000015569909,0.00012822835,0.000034871216,0.00026060003,0.000004435229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048886486,0.000036518017,0.00022898834,0.00019327788,0.00022411508,0.00003327386,0.0012501332,0.32477093,0.6680031,0.00001346245,0.0003246166,0.0048727207],"study_design_scores_gemma":[0.00026972886,0.000025458101,0.000070871465,0.00034597694,0.00002364071,0.000006643217,0.00010954429,0.15031365,0.8478845,0.00037638788,0.00045712624,0.00011651844],"about_ca_topic_score_codex":0.000054751144,"about_ca_topic_score_gemma":0.0000053837102,"teacher_disagreement_score":0.17988136,"about_ca_system_score_codex":0.00006482548,"about_ca_system_score_gemma":0.000004806371,"threshold_uncertainty_score":0.44782788},"labels":[],"label_agreement":null},{"id":"W2050611775","doi":"10.2118/121640-ms","title":"A New Look at the Viscoelastic Fluid Flow in Porous Media—A Possible Mechanism of Internal Cake Formation and Formation Damage Conrol","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Rheology; Viscoelasticity; Pressure drop; Elasticity (physics); Materials science; Herschel–Bulkley fluid; Porous medium; Viscosity; Composite material; Drilling fluid; Polymer; Extensional viscosity; Fluid dynamics; Shear rate; Porosity; Mechanics","score_opus":0.003745409549699231,"score_gpt":0.1851436031800815,"score_spread":0.18139819363038226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050611775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84123826,0.0002092823,0.107692674,0.0017553688,0.0008737926,0.00016492946,0.000035540477,0.00016393114,0.047866207],"genre_scores_gemma":[0.998787,0.00017873716,0.00034030253,0.00008133125,0.00016026673,0.0000042622246,0.000040416424,0.0000114547465,0.00039623823],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99923307,0.000004553294,0.00029273692,0.00010995105,0.00022225709,0.00013746097],"domain_scores_gemma":[0.99966514,0.000071976254,0.000052460528,0.00012712582,0.000029724373,0.000053545817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008622679,0.00013489225,0.00012113917,0.000044776098,0.000022025373,0.000037436675,0.00017637611,0.00008966492,0.00012743512],"category_scores_gemma":[0.000028468612,0.000119579076,0.00003747908,0.000053580465,0.0000108669,0.00017910822,0.000028890465,0.00017244616,0.000008805835],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007500812,0.00003222116,0.000059182883,0.00014665973,0.000040606705,0.000017527997,0.0013570301,0.31132293,0.675018,0.00081048976,0.0009223222,0.010197984],"study_design_scores_gemma":[0.00044239275,0.000023490318,0.000065265864,0.00016458548,0.0000070541178,0.00004181241,0.00004927389,0.43313295,0.56506395,0.0006753505,0.00022312993,0.00011076636],"about_ca_topic_score_codex":0.000022153788,"about_ca_topic_score_gemma":0.000027736934,"teacher_disagreement_score":0.15754873,"about_ca_system_score_codex":0.00011355523,"about_ca_system_score_gemma":0.000008759068,"threshold_uncertainty_score":0.4876293},"labels":[],"label_agreement":null},{"id":"W2051339365","doi":"10.2118/141422-ms","title":"Mitigating Silicate Scale in Production Wells in an Oilfield in Alberta","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Silicate; Scaling; Petroleum engineering; Environmental science; Produced water; Oil production; Geology; Materials science; Chemical engineering; Engineering","score_opus":0.008430884581642617,"score_gpt":0.21424873039019007,"score_spread":0.20581784580854745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051339365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8877539,0.000015133109,0.000014516878,0.0016504804,0.00023181959,0.00004450408,0.0000013191539,0.000038192164,0.110250115],"genre_scores_gemma":[0.99788314,0.00008408339,0.00013539071,0.00008054202,0.000178607,0.00002539136,0.000020035735,0.000018039456,0.0015747673],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989451,0.0000140573065,0.00034421546,0.00030368785,0.0001776284,0.00021527671],"domain_scores_gemma":[0.99959075,0.000042316748,0.000037716138,0.00024791673,0.000021928377,0.000059366732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012815942,0.00014918526,0.00015740583,0.000101738115,0.000013371629,0.000022714215,0.0003014103,0.00016317461,0.00041041552],"category_scores_gemma":[0.000051447667,0.00015740044,0.000051974246,0.00017036611,0.000020605628,0.00014884914,0.00003098505,0.00041313597,0.000024940491],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000120051096,0.0007541197,0.16980697,0.00026739296,0.000078629724,0.00009825464,0.0047469013,0.4357752,0.38358346,0.000029826235,0.00040861598,0.0043306043],"study_design_scores_gemma":[0.0003871943,0.00001739963,0.007602442,0.00026011333,0.000005065749,0.000008177821,0.00020707404,0.02659405,0.9638858,0.0003165049,0.00043168192,0.00028448334],"about_ca_topic_score_codex":0.0026614266,"about_ca_topic_score_gemma":0.0032083462,"teacher_disagreement_score":0.58030236,"about_ca_system_score_codex":0.000119713295,"about_ca_system_score_gemma":0.000009740845,"threshold_uncertainty_score":0.64186037},"labels":[],"label_agreement":null},{"id":"W2052380627","doi":"10.2118/65022-ms","title":"A Summary of Successful Field Applications of A Kinetic Hydrate Inhibitor","year":2001,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Hydrate; Subcooling; Software deployment; Clathrate hydrate; Kinetic energy; Field (mathematics); Environmental science; Computer science; Materials science; Chemistry; Physics; Organic chemistry; Mathematics","score_opus":0.004848291374260656,"score_gpt":0.22057807178256447,"score_spread":0.21572978040830382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052380627","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49021417,0.000035802714,0.00025460543,0.002104713,0.00013260786,0.00008850883,0.000011285863,0.000013916985,0.5071444],"genre_scores_gemma":[0.98924613,0.00031761717,0.00020446291,0.00017439989,0.00012823618,0.000023815035,0.000020167623,0.000008755071,0.009876415],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990382,0.000009310691,0.000312009,0.00021637947,0.0003020768,0.00012198215],"domain_scores_gemma":[0.99941915,0.00009656749,0.00016923557,0.00023046578,0.000023779508,0.00006078916],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007006253,0.00010821613,0.00012995357,0.000017689154,0.000022961423,0.000008446387,0.00035988705,0.00010978097,0.008419873],"category_scores_gemma":[0.000018709015,0.00009803195,0.00007679408,0.00014456431,0.000073987554,0.00005032413,0.00011319433,0.00015102024,0.000054015407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011779898,0.0003378739,0.012892631,0.000049050464,0.000057445253,0.000008577561,0.000104213446,0.0023549858,0.97808707,0.00023666357,0.001989,0.003764706],"study_design_scores_gemma":[0.00036494294,0.000074894895,0.00022256504,0.0000694333,0.000014673368,0.000012037069,0.000038472674,0.00061635365,0.96626467,0.0012694651,0.030904489,0.00014799861],"about_ca_topic_score_codex":0.00020912114,"about_ca_topic_score_gemma":0.000007169534,"teacher_disagreement_score":0.49903196,"about_ca_system_score_codex":0.000036678597,"about_ca_system_score_gemma":0.0000076827555,"threshold_uncertainty_score":0.99248654},"labels":[],"label_agreement":null},{"id":"W2055523541","doi":"10.2118/173774-ms","title":"Stimulation of High Temperature SAGD Producer Wells Using a Novel Chelating Agent (GLDA) and Subsequent Geochemical Modeling Using PHREEQC","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"Cenovus Energy","keywords":"Produced water; Chelation; Asphaltene; Chloride; Oil field; Precipitation; Titration; Petroleum engineering; Enhanced oil recovery; Ferric; Chemistry; Geology; Inorganic chemistry; Organic chemistry","score_opus":0.03316592820113364,"score_gpt":0.27440510529376083,"score_spread":0.24123917709262718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055523541","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992133,0.000109538894,0.0007171157,0.0005784694,0.000114813505,0.000014160807,0.000033208667,0.000043123317,0.0062565454],"genre_scores_gemma":[0.99452865,0.000019254307,0.0036442298,0.000061910745,0.0006364955,0.0000027580154,0.00009988016,0.000028670762,0.0009781737],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981476,0.0000070440246,0.00048287804,0.0005083623,0.00062176754,0.00023233161],"domain_scores_gemma":[0.99894446,0.000043065327,0.00027361634,0.0002686631,0.00032281148,0.00014738378],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016890599,0.00025928274,0.0002887675,0.000044598193,0.00007838576,0.000093288334,0.0002471854,0.00027542678,0.00020397153],"category_scores_gemma":[0.00015241218,0.0002621597,0.00010757417,0.00010834244,0.000055172895,0.00014493315,0.00011767671,0.00038051582,0.0000014727218],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007602102,0.00012115959,0.0010628441,0.0001356086,0.00010922362,0.000004649458,0.00012164032,0.1399578,0.8581755,0.000019967423,0.000007344438,0.00020821893],"study_design_scores_gemma":[0.0005729345,0.000005813615,0.0000025346685,0.00031636638,0.00006628006,0.000031140444,0.00013500622,0.33144104,0.6670759,0.00011385187,0.000043595872,0.00019556562],"about_ca_topic_score_codex":0.00019583711,"about_ca_topic_score_gemma":0.0000015158525,"teacher_disagreement_score":0.19148324,"about_ca_system_score_codex":0.00026938584,"about_ca_system_score_gemma":0.00011364739,"threshold_uncertainty_score":0.9999831},"labels":[],"label_agreement":null},{"id":"W2058827192","doi":"10.2118/164067-ms","title":"On the Partitioning of Hydrogen Sulfide in Oilfield Systems","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Hydrogen sulfide; Petroleum engineering; Acid gas; Corrosion; Fossil fuel; Sulfate; Hydrogen sulphide; Hydrogen; Produced water; Environmental science; Petroleum; Chemistry; Geology; Inorganic chemistry","score_opus":0.010047182101599947,"score_gpt":0.23038634655314882,"score_spread":0.22033916445154889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058827192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8950677,0.000057970796,0.0010496106,0.0011906602,0.00037843332,0.00008011045,0.0000050028666,0.00006739452,0.10210313],"genre_scores_gemma":[0.9982492,0.000063112515,0.00014263102,0.00005633557,0.00013758121,0.000052607928,0.0000093003255,0.000015742837,0.0012734869],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992035,0.000015333842,0.00028141955,0.00012386288,0.00024065583,0.00013520232],"domain_scores_gemma":[0.9992204,0.00042825725,0.000038781858,0.00022579475,0.0000475645,0.000039234004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014184155,0.00011614542,0.00011999817,0.000033239918,0.000017799814,0.000041912437,0.00026305488,0.000098708835,0.00066142355],"category_scores_gemma":[0.00011387551,0.00009575453,0.000056256413,0.00007971817,0.00001466577,0.000059031634,0.000019673218,0.00023293812,0.000041208117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005513549,0.000018641123,0.0003429378,0.000042641786,0.000029130715,0.000002163851,0.000046454767,0.9238726,0.072403744,0.0017224549,0.0014003225,0.00011341733],"study_design_scores_gemma":[0.00031759424,0.00001796161,0.00016988668,0.00022490184,0.0000035802195,0.0000041500894,0.00006843158,0.44802037,0.5480601,0.0011510238,0.0017890304,0.00017298294],"about_ca_topic_score_codex":0.00007241907,"about_ca_topic_score_gemma":0.0000011461922,"teacher_disagreement_score":0.47585222,"about_ca_system_score_codex":0.000052244686,"about_ca_system_score_gemma":0.0000057559605,"threshold_uncertainty_score":0.7242124},"labels":[],"label_agreement":null},{"id":"W2061560674","doi":"10.2118/141354-ms","title":"Souring Treatment with Nitrate in Fields from which Oil is Produced by Produced Water Reinjection","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; National Institutes for Water Resources; Baker Hughes","keywords":"Nitrate; Sulfide; Sulfate; Oil field; Corrosion; Environmental science; Produced water; Environmental chemistry; Water treatment; Petroleum engineering; Chemistry; Environmental engineering; Geology; Organic chemistry","score_opus":0.012931866172127843,"score_gpt":0.22050408327909424,"score_spread":0.20757221710696638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061560674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9670319,0.000025959089,0.00067633705,0.00068644364,0.00031018595,0.000046501384,0.00001187397,0.00015003007,0.031060787],"genre_scores_gemma":[0.99532175,0.000117955366,0.0009030404,0.000032712254,0.00024986567,0.00004690423,0.000058922382,0.000031523363,0.0032373555],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990782,0.0000105731415,0.00022029727,0.00030867735,0.00018734127,0.0001948965],"domain_scores_gemma":[0.99956846,0.00002966174,0.000024354213,0.0002655912,0.000056634977,0.000055297372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006897553,0.00019803143,0.00014476782,0.000036050806,0.000023588633,0.000036702924,0.00016449123,0.00013791274,0.00053009606],"category_scores_gemma":[0.000011785601,0.0001565953,0.00003833811,0.00007181193,0.000007633324,0.00009586359,0.000015255857,0.00021300546,0.000018306333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013760186,0.000104551276,0.0017774052,0.000051853785,0.00013573711,0.000013208716,0.0012323894,0.11963481,0.8753235,0.0000038545277,0.00020134643,0.0013837934],"study_design_scores_gemma":[0.00061865995,0.000050465536,0.000049463823,0.000062144514,0.000008375806,0.0000029460064,0.000025161531,0.019495035,0.97857594,0.00005122334,0.0008607196,0.00019988835],"about_ca_topic_score_codex":0.00022138878,"about_ca_topic_score_gemma":0.000015470881,"teacher_disagreement_score":0.10325246,"about_ca_system_score_codex":0.00013073422,"about_ca_system_score_gemma":0.000009496686,"threshold_uncertainty_score":0.6385771},"labels":[],"label_agreement":null},{"id":"W2069599024","doi":"10.2118/121723-ms","title":"Biodegradable Alternatives for Scale Control in Oilfield Applications","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Scale (ratio); Biochemical engineering; Biodegradation; Polymer; Ecotoxicity; Process engineering; Environmental science; Chemistry; Engineering; Organic chemistry","score_opus":0.008195772684991798,"score_gpt":0.2542189537013618,"score_spread":0.24602318101637002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069599024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4282572,0.00015770868,0.08112199,0.0588959,0.0012382704,0.0012435013,0.00053023745,0.0003645697,0.42819062],"genre_scores_gemma":[0.99314237,0.00006571981,0.0006529568,0.0022641004,0.00043786745,0.00015850968,0.000117909345,0.000011287315,0.0031493052],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988152,0.0000116007,0.00032367706,0.00036669272,0.00027428812,0.0002085635],"domain_scores_gemma":[0.9993733,0.000106813,0.00011428477,0.00020211961,0.00013171056,0.00007174919],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001410627,0.00015020123,0.00015417469,0.00004711701,0.00006126241,0.000098737975,0.00031443153,0.0001214249,0.0009534465],"category_scores_gemma":[0.00003774449,0.00015133437,0.00009102116,0.000088140085,0.00003952214,0.00014294208,0.00001834469,0.0001161267,0.000033742614],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116283,0.00019715731,0.00008391054,0.00001606744,0.0000050150347,0.0000018830423,0.000046153637,0.00047169492,0.9942883,0.0025116953,0.0011619448,0.001099855],"study_design_scores_gemma":[0.0012508085,0.00005994062,0.000058159658,0.000053828222,0.000006331733,0.0000061733303,0.000051569838,0.0025075749,0.97055817,0.004120621,0.02113055,0.00019626143],"about_ca_topic_score_codex":0.000019960935,"about_ca_topic_score_gemma":0.000009688446,"teacher_disagreement_score":0.56488514,"about_ca_system_score_codex":0.00010742934,"about_ca_system_score_gemma":0.000028443863,"threshold_uncertainty_score":0.9999598},"labels":[],"label_agreement":null},{"id":"W2070608306","doi":"10.2118/141037-ms","title":"Biphasic Viscosity Reducers as Production Aids for Viscous Oil","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Emulsion; Viscosity; Reducer; Asphaltene; Wax; Materials science; Oil field; Petroleum engineering; Drag; Chemical engineering; Chemistry; Chromatography; Composite material; Thermodynamics; Organic chemistry; Geology","score_opus":0.015967361460426016,"score_gpt":0.25667242626296644,"score_spread":0.24070506480254042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070608306","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47155008,0.00003826968,0.000082033504,0.0016909209,0.0003939914,0.0000067518804,0.000025340416,0.00012718468,0.52608544],"genre_scores_gemma":[0.86060077,0.00012874935,0.00051318284,0.0001837294,0.0011201439,0.000060299546,0.00011234409,0.000031603213,0.1372492],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983653,0.0000054555785,0.00033290757,0.0006121859,0.0003999626,0.00028423156],"domain_scores_gemma":[0.9990328,0.0000436931,0.00020556021,0.00040050526,0.00019620158,0.0001212542],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000120118944,0.00025596723,0.00021365793,0.000043344222,0.0001454968,0.00007421176,0.00053471536,0.00021144279,0.0026295492],"category_scores_gemma":[0.00017916957,0.00025815563,0.00024211362,0.00009571157,0.00007683248,0.000141375,0.000058033067,0.0002823538,0.000060150724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003041407,0.00025486722,0.0004019939,0.00019016815,0.0002449378,0.000011853109,0.00020629738,0.000056333927,0.9676435,0.00011900861,0.0008980707,0.029668828],"study_design_scores_gemma":[0.00046705062,0.000036589674,0.000006520133,0.00015711314,0.00008023254,0.000039354847,0.00020247308,0.0001771481,0.98436934,0.00045624585,0.013709426,0.0002985319],"about_ca_topic_score_codex":0.0000890196,"about_ca_topic_score_gemma":0.0000030011693,"teacher_disagreement_score":0.38905066,"about_ca_system_score_codex":0.00016623267,"about_ca_system_score_gemma":0.00007517955,"threshold_uncertainty_score":0.99998707},"labels":[],"label_agreement":null},{"id":"W2071207975","doi":"10.2118/164130-ms","title":"A New Finding in the Interaction Between Chelating Agents and Carbonate Rocks During Matrix Acidizing Treatments","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Environmental Chemistry and Analysis","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Chelation; Chemistry; Precipitation; Calcium; Effluent; Calcium carbonate; Inorganic chemistry; Nuclear chemistry; Environmental engineering; Organic chemistry; Environmental science","score_opus":0.009214333068574563,"score_gpt":0.24694832309219947,"score_spread":0.2377339900236249,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071207975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9390721,0.0000065837344,0.000015020921,0.0018345885,0.00003289108,0.000062859755,0.0000028129275,0.000012330163,0.05896081],"genre_scores_gemma":[0.99459606,0.0000428663,0.00013624574,0.00010049057,0.00014826031,0.000017732753,0.000024167208,0.000008773522,0.0049253884],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99900496,0.000012965703,0.00021614795,0.00029656518,0.00029639946,0.00017298032],"domain_scores_gemma":[0.9996215,0.00006777121,0.000098136414,0.00014172983,0.0000022900022,0.000068565205],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000063190135,0.00015093568,0.000102922204,0.0000137676525,0.000089463916,0.00008342937,0.00025701214,0.00008139333,0.0031059657],"category_scores_gemma":[0.000017018732,0.00012657065,0.000057616442,0.00007254983,0.000025460578,0.0002145175,0.00014203269,0.00023218426,0.000091055845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011553317,0.000051816856,0.4614575,0.000014560446,0.0000625565,0.000015719794,0.0004927666,0.0018487556,0.5337553,0.0000013059132,0.0001513757,0.002136775],"study_design_scores_gemma":[0.0010203398,0.000025334348,0.15430287,0.00014971275,0.000059463757,0.00004401912,0.0010411906,0.0018633637,0.84017366,0.00038484606,0.0005337986,0.00040137887],"about_ca_topic_score_codex":0.0007069743,"about_ca_topic_score_gemma":0.0000074602654,"teacher_disagreement_score":0.30715463,"about_ca_system_score_codex":0.00023410587,"about_ca_system_score_gemma":0.000002240669,"threshold_uncertainty_score":0.99780536},"labels":[],"label_agreement":null},{"id":"W2075860932","doi":"10.2118/141398-ms","title":"Novel Polymeric Additives to Improve Oil Sands Tailings Consolidation","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tailings; Dewatering; Oil sands; Flocculation; Slurry; Settling; Environmental science; Consolidation (business); Pellets; Waste management; Materials science; Pulp and paper industry; Geotechnical engineering; Environmental engineering; Geology; Composite material; Metallurgy; Asphalt; Engineering","score_opus":0.008267881580223783,"score_gpt":0.2197629651103127,"score_spread":0.21149508353008892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075860932","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15888722,0.000026390491,0.007394043,0.00040923708,0.0009854807,0.000054673117,0.00012692662,0.0006008509,0.8315152],"genre_scores_gemma":[0.9872857,0.00018445171,0.004946776,0.0003952614,0.00039634443,0.000089145346,0.000084219704,0.000045410157,0.0065726927],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990751,0.0000028095662,0.00023906273,0.00026556506,0.0002184177,0.00019905163],"domain_scores_gemma":[0.9994909,0.000056593566,0.00005185494,0.00022185073,0.00008174927,0.00009704963],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000046281024,0.00019229468,0.00013091364,0.00004614221,0.000025908383,0.000035677054,0.00033128844,0.00014112602,0.0016644422],"category_scores_gemma":[0.000052100735,0.00021350176,0.00006554502,0.0000801186,0.000027089774,0.0001345899,0.000052035684,0.00020789086,0.00008581762],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035472636,0.00005231646,0.000026610976,0.00003321616,0.000050510916,0.000004045082,0.00014759363,0.00010501688,0.9862354,0.00017234095,0.0012625265,0.011874944],"study_design_scores_gemma":[0.00018116353,0.000038542796,0.00003319119,0.00007654604,0.0000064037677,0.000009605066,0.000035633784,0.0004636375,0.99283946,0.00012231154,0.0059582437,0.00023525352],"about_ca_topic_score_codex":0.000040680094,"about_ca_topic_score_gemma":0.0000031762902,"teacher_disagreement_score":0.82839847,"about_ca_system_score_codex":0.000115718496,"about_ca_system_score_gemma":0.000015108577,"threshold_uncertainty_score":0.99924815},"labels":[],"label_agreement":null},{"id":"W2078284906","doi":"10.2118/141217-ms","title":"Treatment of Mercaptans in Canadian Condensate","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Odor; Acrolein; Chemistry; Dimethyl sulfide; Dimethyl disulfide; Sulfur; Diluent; Sulfide; Scavenger; Organic chemistry; Waste management; Radical; Catalysis","score_opus":0.018824063754226718,"score_gpt":0.23676886060298577,"score_spread":0.21794479684875906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078284906","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5205003,0.00003976933,0.000019346662,0.0019351788,0.00020895759,0.000045505294,0.000029436682,0.00006585067,0.4771557],"genre_scores_gemma":[0.99593896,0.0001043509,0.00012774183,0.00003701623,0.000052885724,0.000012351424,0.000010331087,0.000009283166,0.0037070788],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993273,0.0000023090022,0.00020232199,0.00016332931,0.00011481862,0.00018989574],"domain_scores_gemma":[0.99961776,0.00003510182,0.00003984046,0.00018184296,0.00003420909,0.000091265996],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002354714,0.00011415567,0.00013933663,0.00004626515,0.000010536845,0.0000048048655,0.0002354866,0.00014709515,0.0017435175],"category_scores_gemma":[0.00004808715,0.00010273517,0.00006648939,0.00005000018,0.000026414044,0.000027304863,0.00001574097,0.00009778552,0.000021396216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007087109,0.00015606027,0.0060383845,0.000017660868,0.000067658744,0.000074848795,0.0002926765,0.00013795811,0.9871858,0.0022635462,0.00009535042,0.0035992013],"study_design_scores_gemma":[0.00049646926,0.00003755006,0.0001988752,0.000030816635,0.000005388754,0.0000064412616,0.00008198461,0.0015253497,0.9923579,0.00032572384,0.0048258128,0.00010769701],"about_ca_topic_score_codex":0.033229705,"about_ca_topic_score_gemma":0.0030136674,"teacher_disagreement_score":0.47543868,"about_ca_system_score_codex":0.00021214683,"about_ca_system_score_gemma":0.000036555073,"threshold_uncertainty_score":0.99916905},"labels":[],"label_agreement":null},{"id":"W2080715656","doi":"10.2118/164071-ms","title":"Improvements in Environmental Profile and Cost Effectiveness of Scale Squeeze Inhibitors – A Case Study From the North Sea","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Wellhead; Petroleum engineering; Seawater; Environmental science; Scale (ratio); Marine engineering; Geology; Computer science; Engineering; Oceanography","score_opus":0.006692545722922008,"score_gpt":0.2249967523638312,"score_spread":0.21830420664090922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080715656","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970316,0.000008058449,0.000011165391,0.0001845536,0.00018073163,0.0004798288,0.00013705752,0.000011354406,0.001955626],"genre_scores_gemma":[0.9994702,0.000008517824,0.000014263455,0.00007215588,0.00008690587,0.00013144745,0.00009727374,0.0000083245595,0.000110948786],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99909896,0.00004883446,0.00023381608,0.00025576015,0.00026267988,0.00009995687],"domain_scores_gemma":[0.999553,0.00013377752,0.00009405031,0.00014593336,0.00003116516,0.00004205248],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012715113,0.00011043081,0.00010776408,0.000014499622,0.000039444887,0.000056715075,0.00012971765,0.000052760577,0.0011143346],"category_scores_gemma":[0.000017612521,0.00008857926,0.000029136232,0.000041383762,0.000066897606,0.00012221458,0.00010650838,0.00009879616,0.000014931748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004416577,0.0003102319,0.117524035,0.00001747496,0.00000893739,0.000028059474,0.00027192238,0.0000490822,0.88140965,0.0000023161506,0.000058895224,0.00027522678],"study_design_scores_gemma":[0.0012190996,0.000071335424,0.026960617,0.000063301035,0.000008128599,0.000024941082,0.0011470148,0.0006393738,0.96965754,0.000043838412,0.000042399042,0.00012239453],"about_ca_topic_score_codex":0.002410528,"about_ca_topic_score_gemma":0.00014531579,"teacher_disagreement_score":0.09056342,"about_ca_system_score_codex":0.000093409915,"about_ca_system_score_gemma":0.000012033868,"threshold_uncertainty_score":0.9997988},"labels":[],"label_agreement":null},{"id":"W2081074459","doi":"10.2118/173750-ms","title":"Minimizing Surfactant Adsorption Using Polyelectrolyte Based Sacrificial Agent: a Way to Optimize Surfactant Performance in Unconventional Formations","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Pulmonary surfactant; Adsorption; Oil shale; Surface tension; Chemical engineering; Petroleum engineering; Chemistry; Enhanced oil recovery; Hydraulic fracturing; Geology; Organic chemistry; Engineering","score_opus":0.01675616427627093,"score_gpt":0.23522144104575507,"score_spread":0.21846527676948413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081074459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9720148,0.000029443387,0.0074145487,0.0012456648,0.00056821306,0.000086423504,0.00002632469,0.000105593645,0.01850898],"genre_scores_gemma":[0.9975269,0.000037536967,0.0015479145,0.00011676684,0.0002571134,0.000016015929,0.00009604875,0.000025065963,0.0003766397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853456,0.000015756306,0.00041742087,0.00023905485,0.0004902644,0.00030292087],"domain_scores_gemma":[0.999409,0.000052793202,0.0000639514,0.00019863114,0.00010142141,0.00017418986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021015397,0.00020970295,0.00019620835,0.00012721965,0.000048367176,0.00007694705,0.0002822959,0.00013809129,0.00026782163],"category_scores_gemma":[0.000048104856,0.00021640997,0.00012066306,0.00020957012,0.00001600576,0.00017892911,0.000033129658,0.0002964721,0.000040866013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008605977,0.000059460508,0.00054632395,0.000037696966,0.00005444282,0.000008523921,0.00013017494,0.9080273,0.090634406,0.0000054420275,0.00015893942,0.00025125456],"study_design_scores_gemma":[0.00056168804,0.00002362201,0.00019987472,0.000122016565,0.000015209309,0.000009207629,0.000062313935,0.7277465,0.26969972,0.000018635452,0.0013115902,0.00022962653],"about_ca_topic_score_codex":0.00009909744,"about_ca_topic_score_gemma":0.000027169073,"teacher_disagreement_score":0.18028079,"about_ca_system_score_codex":0.0005180904,"about_ca_system_score_gemma":0.00006058469,"threshold_uncertainty_score":0.8824943},"labels":[],"label_agreement":null},{"id":"W2081407393","doi":"10.2118/121573-ms","title":"Troubleshooting Nitrate Field Injections for Control of Reservoir Souring","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Troubleshooting; Nitrate; Petroleum engineering; Oil field; Submarine pipeline; Seawater; Produced water; Injection well; Environmental science; Engineering; Geology; Oceanography; Chemistry; Reliability engineering","score_opus":0.010833254922083398,"score_gpt":0.266616072874385,"score_spread":0.25578281795230157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081407393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5368575,0.000073426745,0.35971615,0.003570294,0.00084349356,0.0001709299,0.00003751953,0.00032354,0.09840717],"genre_scores_gemma":[0.9944226,0.000030881318,0.0041293204,0.00009241667,0.0004076835,0.000015048383,0.000013557175,0.000015743923,0.0008727306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999243,0.000006276374,0.00028475394,0.00014198764,0.00016559186,0.00015839121],"domain_scores_gemma":[0.9993308,0.00030388136,0.00004674524,0.00017422136,0.00009194378,0.000052388223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013296003,0.00012656978,0.00014967954,0.000040605617,0.000036149548,0.0000305578,0.00022211377,0.00011775336,0.00009050761],"category_scores_gemma":[0.00014407167,0.00013644196,0.000115970506,0.00006688111,0.0000072735243,0.00006937413,0.000008190786,0.00018849004,0.0000018686314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050185645,0.000021714564,0.00012557762,0.00005162071,0.000045803998,0.0000010214117,0.000032980137,0.7775373,0.22064306,0.0003292224,0.00034691024,0.0008146021],"study_design_scores_gemma":[0.0008544635,0.000059130612,0.00005330636,0.00007636472,0.000010634645,0.0000037157236,0.000022595392,0.33754706,0.65832525,0.0009649021,0.0019347569,0.00014780754],"about_ca_topic_score_codex":0.0000046281016,"about_ca_topic_score_gemma":6.215866e-7,"teacher_disagreement_score":0.45756513,"about_ca_system_score_codex":0.000042967913,"about_ca_system_score_gemma":0.000008784831,"threshold_uncertainty_score":0.55639416},"labels":[],"label_agreement":null},{"id":"W2083828740","doi":"10.2118/173710-ms","title":"Development of a Numerical Scheme for Simulation of Asphaltene Dependent Phenomena in Porous Media","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation; University of Calgary","keywords":"Asphaltene; Porous medium; Thermodynamics; Porosity; Materials science; Multiphase flow; Flocculation; Chemistry; Composite material; Organic chemistry; Physics","score_opus":0.022913645744422218,"score_gpt":0.279662076068574,"score_spread":0.2567484303241518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083828740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9129777,0.00008657459,0.0025707532,0.0005404533,0.00011314619,0.000015966796,0.00003914293,0.00002913435,0.083627135],"genre_scores_gemma":[0.9944242,0.0000070497927,0.003767463,0.000028613025,0.00021746049,0.00001945557,0.00011750272,0.000013013335,0.0014052094],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99858296,0.0000036966007,0.0005426363,0.0002471231,0.0004745629,0.00014904379],"domain_scores_gemma":[0.9991251,0.00013399345,0.0002789029,0.00015741559,0.0002226478,0.000081921185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015907393,0.00013630102,0.00023968128,0.000041546482,0.000016150983,0.000011848188,0.00029235522,0.00012309117,0.00023965724],"category_scores_gemma":[0.00021225598,0.00013815859,0.00007504194,0.00007880571,0.000024380242,0.00005056071,0.000051061797,0.0001234475,0.000002528682],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033750746,0.0005866704,0.001895036,0.00029935775,0.00017002175,0.000003955999,0.00081679743,0.022247642,0.95774275,0.00006020509,0.00002362941,0.01581641],"study_design_scores_gemma":[0.0013889786,0.000013505657,0.000025679581,0.0001629369,0.00001877679,0.0000019057296,0.000351426,0.028560568,0.96738094,0.00018179114,0.0017385153,0.00017500283],"about_ca_topic_score_codex":0.000019671494,"about_ca_topic_score_gemma":0.0000055584674,"teacher_disagreement_score":0.082221925,"about_ca_system_score_codex":0.00016646851,"about_ca_system_score_gemma":0.0001394569,"threshold_uncertainty_score":0.56339437},"labels":[],"label_agreement":null},{"id":"W2084423904","doi":"10.2118/164129-ms","title":"Laboratory Evaluation of H2S Bioscavenging in Produced Water at 60°C","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Nitrate; Environmental chemistry; Sulfate; Sulfide; Sulfate-reducing bacteria; Microbial population biology; Chemistry; Microorganism; Biomass (ecology); Bacteria; Ecology; Biology; Organic chemistry","score_opus":0.008720774304384692,"score_gpt":0.22210055786543847,"score_spread":0.21337978356105378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084423904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9583278,0.000007770697,4.6000414e-7,0.0020880403,0.00013933018,0.00013161487,0.0000047267313,0.000012865943,0.039287444],"genre_scores_gemma":[0.99748003,0.0000075012463,0.00015839766,0.00007763316,0.000069007234,0.00004033666,0.000041606338,0.000008910444,0.0021165772],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988458,0.000021100575,0.0002038456,0.00025135188,0.00051961077,0.00015828191],"domain_scores_gemma":[0.99967176,0.000016754691,0.000052953616,0.00017784884,0.000039501945,0.000041192325],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001949717,0.00011254061,0.00008995535,0.000019293027,0.000023978831,0.00001621904,0.00019442399,0.00006914907,0.012298882],"category_scores_gemma":[0.000016957618,0.000087641594,0.000042427266,0.00005541311,0.000038118967,0.00012061521,0.00011552563,0.00007547531,0.0005181449],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017677392,0.000104161205,0.013628577,0.000007267226,0.00001756477,0.0000035356609,0.00015994218,0.0009377049,0.9842476,0.0000019328172,0.000444324,0.00042968188],"study_design_scores_gemma":[0.00047571433,0.000014758879,0.002636268,0.000020843421,0.0000098191,0.0000029327975,0.000025639869,0.0013074566,0.99483734,0.0001662647,0.00040409487,0.000098867975],"about_ca_topic_score_codex":0.00013361828,"about_ca_topic_score_gemma":0.000011061335,"teacher_disagreement_score":0.039152283,"about_ca_system_score_codex":0.00033705292,"about_ca_system_score_gemma":0.000007459244,"threshold_uncertainty_score":0.988604},"labels":[],"label_agreement":null},{"id":"W2085953451","doi":"10.2118/141099-ms","title":"Environmentally-acceptable Replacement of 2-Butoxyethanol: A High Performance Alternative for Fracturing Applications","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Product (mathematics); Scrutiny; New product development; Environmental science; Business; Marketing; Mathematics; Political science","score_opus":0.008073437133372356,"score_gpt":0.20475486722173444,"score_spread":0.19668143008836209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085953451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87356395,0.0000061872674,0.020555904,0.00024149888,0.00016138944,0.00031302366,0.000025275354,0.000027104752,0.10510569],"genre_scores_gemma":[0.97893345,0.00017072719,0.015624018,0.00020925501,0.00008870572,0.00021970893,0.00003490127,0.000021828118,0.0046973955],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99881864,0.0000052310115,0.00028467717,0.0003702082,0.00032300522,0.00019823034],"domain_scores_gemma":[0.99940014,0.000033822376,0.00019823298,0.00029121066,0.000006037168,0.000070563154],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007744999,0.00017300974,0.00013336918,0.000004643688,0.000069878784,0.000009421992,0.00046120107,0.000087136585,0.007239425],"category_scores_gemma":[0.0000054204884,0.00017472882,0.00007497051,0.00003819752,0.00013478973,0.00013513838,0.0002095816,0.00011836883,0.000061905106],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013591467,0.0025690517,0.10052254,0.0001823026,0.00044685355,0.00000817543,0.0016140041,0.14316882,0.70905215,0.0008779,0.0007832508,0.039415803],"study_design_scores_gemma":[0.0007696696,0.00020015573,0.0066406033,0.00003018509,0.00002661411,0.0000074711434,0.000184221,0.00619353,0.9735889,0.0007380524,0.011303049,0.00031758836],"about_ca_topic_score_codex":0.0001701773,"about_ca_topic_score_gemma":0.0000017342139,"teacher_disagreement_score":0.2645367,"about_ca_system_score_codex":0.00026823074,"about_ca_system_score_gemma":0.0000043864375,"threshold_uncertainty_score":0.9936681},"labels":[],"label_agreement":null},{"id":"W2089386578","doi":"10.2118/93297-ms","title":"A Mechanistic Model To Evaluate Reservoir Souring in the Ekofisk Field","year":2005,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Seawater; Produced water; Petroleum engineering; Environmental science; Oil field; Geology; Petroleum; Fossil fuel; Formation water; Oil in place; North sea; Hydrology (agriculture); Oceanography; Waste management; Geotechnical engineering; Engineering","score_opus":0.01134837699521581,"score_gpt":0.25517571153539076,"score_spread":0.24382733454017494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089386578","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56290394,0.000054009666,0.011985094,0.047486063,0.0002847082,0.00012636412,0.0000121235435,0.0001700377,0.37697762],"genre_scores_gemma":[0.9949616,0.000068487076,0.0004980279,0.0012323584,0.00047383437,0.000039629966,0.000009117137,0.0000176897,0.002699216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988829,0.000011684723,0.00023811984,0.00021540372,0.00042791196,0.00022399021],"domain_scores_gemma":[0.9994135,0.00013355562,0.000023074112,0.0003255857,0.00003534441,0.00006892452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021286796,0.00015461771,0.00012296725,0.000051235067,0.00004356999,0.000069077796,0.00063341064,0.00011075498,0.00036912737],"category_scores_gemma":[0.000091659975,0.00012403108,0.0000937446,0.00010792411,0.0000073047,0.000056747744,0.000056682864,0.00036870415,0.00008668858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018655515,0.000034702298,0.00002123834,0.000023312557,0.000039530172,0.000012057636,0.00033162706,0.9722289,0.023533294,0.00004921418,0.0028390496,0.00086844654],"study_design_scores_gemma":[0.00023391399,0.000014969245,0.000011857077,0.00007449123,0.000014780648,0.000008461921,0.00007494486,0.7625911,0.23000288,0.00060208276,0.0061826496,0.000187871],"about_ca_topic_score_codex":0.000046912464,"about_ca_topic_score_gemma":0.00006386394,"teacher_disagreement_score":0.43205768,"about_ca_system_score_codex":0.00011839999,"about_ca_system_score_gemma":0.0000121672365,"threshold_uncertainty_score":0.5057841},"labels":[],"label_agreement":null},{"id":"W2090418497","doi":"10.2118/173786-ms","title":"Magnetic Nanoparticles for Efficient Removal of Oilfield “Contaminants”: Modeling of Magnetic Separation and Validation","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Maersk Oil","keywords":"Magnetic nanoparticles; Settling; Magnetic separation; Magnetic field; Sedimentation; Suspension (topology); Nanoparticle; Adsorption; Chemical engineering; Colloid; Brownian motion; Materials science; Chemistry; Nanotechnology; Environmental science; Environmental engineering; Physics; Sediment; Geology","score_opus":0.012403182154404863,"score_gpt":0.25168167725202484,"score_spread":0.23927849509761998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090418497","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9685847,0.00022161975,0.008616187,0.00015154146,0.0002099988,0.000106566615,0.000018277231,0.000060889615,0.022030203],"genre_scores_gemma":[0.99590516,0.00012270086,0.0034746858,0.000012455643,0.00006451054,0.000025167015,0.00001851827,0.0000150834385,0.0003617062],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991973,0.000005928374,0.00032684152,0.00015018921,0.0002138472,0.000105871855],"domain_scores_gemma":[0.99952066,0.00007868509,0.00006410419,0.00013761253,0.000153157,0.000045758978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012562424,0.000110683395,0.00014034596,0.000033672168,0.000011252113,0.0000149968055,0.00012855446,0.0001003693,0.000033272703],"category_scores_gemma":[0.00007946041,0.00011923974,0.000044768825,0.00004461792,0.000023787297,0.00005529457,0.000025178608,0.000069913556,0.0000011280513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006920338,0.000041691303,0.000043801832,0.00013345158,0.000013575288,0.0000016472168,0.00012651664,0.10262645,0.8919855,0.00023472372,0.00009446413,0.0046289903],"study_design_scores_gemma":[0.00029308075,0.00010305596,0.0000055849837,0.000080362224,0.000011621062,0.000010519948,0.000042267424,0.25646976,0.74218386,0.0005926462,0.00012429296,0.000082915925],"about_ca_topic_score_codex":0.000013793997,"about_ca_topic_score_gemma":0.0000021339986,"teacher_disagreement_score":0.15384331,"about_ca_system_score_codex":0.000047317786,"about_ca_system_score_gemma":0.000015822981,"threshold_uncertainty_score":0.48624554},"labels":[],"label_agreement":null},{"id":"W2093410132","doi":"10.2118/121417-ms","title":"An Experimental Study of the Pore-Blocking Mechanisms of Aphron Drilling Fluids Using Micromodels","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Micromodel; Microbubbles; Drilling fluid; Porous medium; Petroleum engineering; Enhanced oil recovery; Blocking (statistics); Materials science; Rheology; Porosity; Chemical engineering; Geology; Drilling; Composite material","score_opus":0.008572217736941936,"score_gpt":0.23226747235728137,"score_spread":0.22369525462033943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093410132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98154217,0.000034765573,0.013509561,0.000033935954,0.00045429674,0.000067318266,0.0000049995624,0.00006351165,0.0042894147],"genre_scores_gemma":[0.9989493,0.0000072156686,0.000817587,0.000017368184,0.00013774405,0.0000020509406,0.00000521068,0.0000195554,0.0000439784],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991292,0.0000060411726,0.00029120897,0.0001612193,0.00028261545,0.00012971868],"domain_scores_gemma":[0.9995878,0.000017155451,0.00006106709,0.00025822452,0.00003869196,0.00003708027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000065919885,0.0001487112,0.0001510418,0.000028083325,0.00003162619,0.000018494435,0.00035766666,0.00008012706,0.00004145516],"category_scores_gemma":[0.0000046368987,0.00013699164,0.000075012445,0.000068615285,0.000012123796,0.000065741486,0.000025335612,0.00014975217,3.4954277e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006275673,0.00013875192,0.000024036812,0.000011329528,0.00002377368,0.0000015809164,0.00027566994,0.4169809,0.58239585,0.00006481047,0.0000023919526,0.00007464234],"study_design_scores_gemma":[0.00022651408,0.00006773508,0.0000070946676,0.000088757595,0.000009629611,0.0000068464874,0.0002702524,0.2380332,0.7610775,0.000105515755,0.0000069111334,0.000100030775],"about_ca_topic_score_codex":0.000019818084,"about_ca_topic_score_gemma":5.5506143e-7,"teacher_disagreement_score":0.17894769,"about_ca_system_score_codex":0.00006916735,"about_ca_system_score_gemma":0.000007469639,"threshold_uncertainty_score":0.55863565},"labels":[],"label_agreement":null},{"id":"W2094884382","doi":"10.2118/164087-ms","title":"Prevention of Acid Induced Asphaltene Precipitation: A Comparison of Anionic vs. Cationic Surfactants","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Asphaltene; Cationic polymerization; Precipitation; Oil shale; Flocculation; Chemical engineering; Oil field; Chemistry; Salt (chemistry); Ferric; Drilling fluid; Petroleum engineering; Geology; Materials science; Organic chemistry; Drilling; Metallurgy","score_opus":0.016998456492196494,"score_gpt":0.2880277415923383,"score_spread":0.2710292851001418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094884382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9092272,0.000078048215,0.00006759604,0.0009864619,0.00010329771,0.000015854564,0.000017898465,0.00003401134,0.08946962],"genre_scores_gemma":[0.9923063,0.000057283058,0.0002451202,0.000024830422,0.00013941048,0.00002766418,0.00015042273,0.000015216664,0.0070337458],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983583,0.0000125007455,0.0006501666,0.0002990742,0.00051844417,0.00016147898],"domain_scores_gemma":[0.99853575,0.00007205735,0.0006026446,0.00030820767,0.0004117069,0.0000696294],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008805906,0.00017331577,0.00030511303,0.000041826937,0.000047376994,0.00004007696,0.0004249261,0.00019001364,0.0042509018],"category_scores_gemma":[0.000108472836,0.0001776122,0.00016660543,0.00013322452,0.00004614192,0.00016286739,0.00005209779,0.0002255124,0.000027969156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048109352,0.00038793098,0.006313589,0.00020679754,0.00017311375,4.647533e-7,0.0001399775,0.00017160841,0.98552155,0.00004727396,0.00015828632,0.006831312],"study_design_scores_gemma":[0.0005004923,0.000044527602,0.00067037286,0.0002649483,0.000046069377,0.0000030564809,0.00017323869,0.0019042449,0.9957031,0.00035014635,0.00018703779,0.00015275346],"about_ca_topic_score_codex":0.00012814063,"about_ca_topic_score_gemma":0.0000071758036,"teacher_disagreement_score":0.0830791,"about_ca_system_score_codex":0.00009430536,"about_ca_system_score_gemma":0.00008901891,"threshold_uncertainty_score":0.99665934},"labels":[],"label_agreement":null},{"id":"W2095293779","doi":"10.2118/93090-ms","title":"Theoretical Modeling of Tertiary Structure of Paraffin Inhibitors","year":2005,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Crystallinity; Glass transition; Polymer; Materials science; Melting temperature; Molecular model; Viscosity; Chemical engineering; Thermodynamics; Composite material; Chemistry; Organic chemistry","score_opus":0.004372135483549306,"score_gpt":0.22800121863853853,"score_spread":0.22362908315498922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095293779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85693556,0.00006720887,0.000103068785,0.0018658284,0.000054861917,0.0000035981325,0.00004827179,0.000030243404,0.14089134],"genre_scores_gemma":[0.9973985,0.000047954527,0.00039759467,0.00008866044,0.0005185762,0.0000017245669,0.000053330063,0.0000152448765,0.0014784359],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986832,0.0000051195493,0.00045967888,0.00026594484,0.0004326585,0.00015340814],"domain_scores_gemma":[0.9993026,0.000063124906,0.00018794033,0.0002563469,0.00012555867,0.00006440128],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004952958,0.0001665669,0.00021974643,0.000031180563,0.000026516886,0.000018491719,0.00041329718,0.00019995894,0.0045227245],"category_scores_gemma":[0.00006630136,0.00015286951,0.00017456255,0.000059169142,0.00010438722,0.00006250745,0.00006610179,0.00026839916,0.0000036243373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061512255,0.00012883381,0.000567765,0.000119786106,0.00010985032,0.0000024347319,0.00007141706,0.014901499,0.97911423,0.00093497225,0.000064549735,0.0039231586],"study_design_scores_gemma":[0.00029194233,0.0000058851215,0.000002156181,0.00018410078,0.00003301463,0.000007811015,0.00006162076,0.058086753,0.9401594,0.00073925714,0.00029325907,0.00013479065],"about_ca_topic_score_codex":0.000013047793,"about_ca_topic_score_gemma":0.0000014949305,"teacher_disagreement_score":0.14046289,"about_ca_system_score_codex":0.000048993814,"about_ca_system_score_gemma":0.000036093505,"threshold_uncertainty_score":0.9963873},"labels":[],"label_agreement":null},{"id":"W2095419694","doi":"10.2118/173720-ms","title":"Development and Evaluation of Non-Ionic Polymeric Surfactants as Asphaltene Inhibitors","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Asphaltene; Chemical engineering; Organic chemistry; Dispersant; Chemistry; Pulmonary surfactant; Polymer; Absorption (acoustics); Materials science; Dispersion (optics); Composite material","score_opus":0.020286940713035502,"score_gpt":0.284171383220332,"score_spread":0.2638844425072965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095419694","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7871786,0.00017282412,0.00000854174,0.00055552187,0.00010703688,0.0000060718357,0.000005486419,0.000021965416,0.21194398],"genre_scores_gemma":[0.9921543,0.000049920087,0.00024128436,0.000058204747,0.00019479913,0.000012184763,0.00006464949,0.000013897107,0.007210765],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99818796,0.000008090155,0.00035989776,0.0003088468,0.0009623679,0.00017284908],"domain_scores_gemma":[0.9991006,0.000038608854,0.00022507898,0.00018406715,0.0003123898,0.00013920332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032808556,0.0001686478,0.00018064835,0.000034486384,0.000049528957,0.0000418004,0.00023090147,0.00013426955,0.00072250364],"category_scores_gemma":[0.00010065449,0.00016590912,0.000059197842,0.00008789651,0.000045010813,0.00008170462,0.00007661006,0.00015728471,0.000020248697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006846118,0.00015107612,0.0020459048,0.000073069285,0.00016501697,0.000005761756,0.0002829285,0.00037116787,0.94840395,0.000008913912,0.00012125091,0.048302498],"study_design_scores_gemma":[0.00084066705,0.000011199878,0.000060387483,0.00015553509,0.000056634442,0.000015776313,0.0003430304,0.002926958,0.9933197,0.00007429346,0.0020197383,0.00017608685],"about_ca_topic_score_codex":0.000061724786,"about_ca_topic_score_gemma":0.0000032320916,"teacher_disagreement_score":0.20497574,"about_ca_system_score_codex":0.00018282676,"about_ca_system_score_gemma":0.00028642485,"threshold_uncertainty_score":0.79109085},"labels":[],"label_agreement":null},{"id":"W2126150713","doi":"10.2118/141327-ms","title":"The Use of Zinc Dialkyl Dithiophosphate as a Lubricant Enhancer for Drilling Fluids Particularly Silicate-based Drilling Fluids","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"Lubrizol","keywords":"Lubricant; Drilling fluid; Cutting fluid; Materials science; Lubricity; Petroleum engineering; Drilling; Sodium silicate; Metallurgy; Composite material; Mechanical engineering; Geology; Engineering; Machining","score_opus":0.02341902389761124,"score_gpt":0.22442661064598557,"score_spread":0.20100758674837432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126150713","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9365502,0.00040944532,0.028775033,0.0013533643,0.0021905934,0.00042418507,0.00030050395,0.00030504144,0.029691651],"genre_scores_gemma":[0.99676794,0.00044928823,0.0010188356,0.00012175954,0.00035949404,0.00011239429,0.000042502903,0.000044918317,0.0010828741],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99873,0.000009665681,0.0004013772,0.00026815519,0.00029262024,0.00029819665],"domain_scores_gemma":[0.99877805,0.0005364058,0.000095684096,0.00031930726,0.00017245673,0.00009811002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000112203714,0.0002235401,0.00020201015,0.00002281566,0.00009873771,0.00008286083,0.00039603724,0.00011346655,0.00041439958],"category_scores_gemma":[0.00015624666,0.00017606023,0.00018857712,0.00008072672,0.0000975642,0.00012405822,0.00004166833,0.00016949307,0.000013479852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003115436,0.00015125013,0.0002535907,0.00010106116,0.000393602,0.000013796638,0.0005489919,0.0070242854,0.982585,0.0015853306,0.0010660088,0.005965532],"study_design_scores_gemma":[0.0003594342,0.00004476936,0.00006357544,0.00011846325,0.000028457684,0.0000026665641,0.00004228905,0.025769027,0.9477273,0.00038351028,0.025242506,0.00021800546],"about_ca_topic_score_codex":0.00006771694,"about_ca_topic_score_gemma":0.0000042888432,"teacher_disagreement_score":0.06021775,"about_ca_system_score_codex":0.00007707828,"about_ca_system_score_gemma":0.000038327995,"threshold_uncertainty_score":0.7179528},"labels":[],"label_agreement":null},{"id":"W3154923401","doi":"10.2118/92663-ms","title":"Evaluation Methods for Suspended Solids and Produced Water as an Aid in Determining Effectiveness of Scale Control both Downhole and Topside","year":2005,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Brine; Environmental scanning electron microscope; Process engineering; Microscale chemistry; Flow assurance; Environmental science; Chemical process; Petroleum engineering; Materials science; Chemistry; Scanning electron microscope; Chemical engineering; Engineering; Mathematics; Hydrate; Composite material","score_opus":0.014245630156263034,"score_gpt":0.3316837347027313,"score_spread":0.3174381045464683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154923401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992918,0.00001977028,0.0014490458,0.00065778336,0.00012605163,0.0002746309,0.000012427357,0.00001635561,0.0045259017],"genre_scores_gemma":[0.9978649,0.000013665986,0.0016555,0.000117994205,0.00012511287,0.000078877245,0.00005057341,0.000009862098,0.000083517814],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99895626,0.000117913034,0.00025080724,0.0003151434,0.00023335891,0.00012651573],"domain_scores_gemma":[0.99941266,0.00016580733,0.00007452302,0.000116287454,0.00018224101,0.000048457045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014727333,0.00010790246,0.00015723515,0.000031282583,0.000033148513,0.000056694782,0.000088936205,0.00008969906,0.00031909972],"category_scores_gemma":[0.00015102646,0.00009502099,0.000025158757,0.000026626461,0.00004812657,0.00020038491,0.00003149238,0.00005982287,0.0000011043778],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002912813,0.0000662668,0.00018837435,0.000067796485,0.0000070412034,4.5283326e-7,0.00018266129,0.0006328011,0.99385893,0.00012894237,0.0000025705338,0.004572873],"study_design_scores_gemma":[0.001976784,0.0000953462,0.00022995363,0.00008356819,0.0000193399,0.000013051758,0.000045279965,0.01861728,0.9772465,0.0014148836,0.00014412215,0.00011385547],"about_ca_topic_score_codex":0.000021702914,"about_ca_topic_score_gemma":0.000011734298,"teacher_disagreement_score":0.01798448,"about_ca_system_score_codex":0.000089868015,"about_ca_system_score_gemma":0.0000306189,"threshold_uncertainty_score":0.38748434},"labels":[],"label_agreement":null},{"id":"W3156019766","doi":"10.2118/140752-ms","title":"\"Red\" vs. \"Green\" Scale Inhibitors For Extending Squeeze Life – A Case Study From North Sea, Norwegian Sector – Part II","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Phosphonate; Norwegian; Scale (ratio); Chemistry; Combinatorial chemistry; Operations research; Mathematics; Organic chemistry; Physics; Philosophy","score_opus":0.024625309001047684,"score_gpt":0.24341306162475518,"score_spread":0.2187877526237075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3156019766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9799742,0.0000071990476,0.0002329011,0.0009471316,0.0016018235,0.00032169194,0.00040208155,0.00013335446,0.016379599],"genre_scores_gemma":[0.99511695,0.000010887936,0.00029965356,0.0005443465,0.0016117011,0.00012360266,0.00025341444,0.00003700052,0.0020024518],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980714,0.000028348893,0.0005098309,0.0006295653,0.00047382445,0.0002870751],"domain_scores_gemma":[0.9988825,0.00008290136,0.00023137452,0.00034280942,0.00023031984,0.00023015133],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015503548,0.00027178766,0.0002413264,0.00005069011,0.00022886727,0.00011111727,0.00034413653,0.00015653338,0.0061021047],"category_scores_gemma":[0.0000769668,0.00027653604,0.00015408154,0.0001013698,0.00006308998,0.00022947352,0.0001674345,0.00017284705,0.00003899372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010538077,0.0022481163,0.019594206,0.00011442736,0.00014195369,0.00070894393,0.004761809,0.00018980034,0.9598498,0.00012333693,0.0105900215,0.0006237946],"study_design_scores_gemma":[0.0023522582,0.00042352997,0.00037638147,0.00011972794,0.00007160263,0.0001357811,0.0015200506,0.0014108844,0.9837106,0.0002050623,0.009022229,0.0006519094],"about_ca_topic_score_codex":0.0012165069,"about_ca_topic_score_gemma":0.00048233723,"teacher_disagreement_score":0.023860801,"about_ca_system_score_codex":0.00014893583,"about_ca_system_score_gemma":0.00006298611,"threshold_uncertainty_score":0.9999687},"labels":[],"label_agreement":null},{"id":"W3156546793","doi":"10.2118/93008-ms","title":"The Key to Predicting Emulsion Stability: Solid Content","year":2005,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Emulsion; Bottle; Stability (learning theory); Crude oil; Chromatography; Materials science; Chemistry; Computer science; Petroleum engineering; Engineering; Composite material; Organic chemistry","score_opus":0.017177449755450623,"score_gpt":0.25782435828695555,"score_spread":0.24064690853150492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3156546793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63479125,0.00006409903,0.00006972302,0.027601141,0.0001623538,0.000009159702,0.000024251252,0.000107607426,0.33717042],"genre_scores_gemma":[0.94575673,0.00009963178,0.00014065222,0.000648746,0.0012852113,0.000028023704,0.000033057044,0.000019157416,0.05198881],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99828756,0.000007809943,0.00040689894,0.00041797804,0.00057836843,0.00030141283],"domain_scores_gemma":[0.99889725,0.00019726517,0.00014496545,0.00041741037,0.00018435715,0.00015873519],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016205611,0.00020166392,0.00016223853,0.000017140295,0.00025462935,0.00020029908,0.0006669112,0.00013268426,0.0014744006],"category_scores_gemma":[0.00028973562,0.00015701161,0.00016102477,0.000071482464,0.000049121092,0.00008415755,0.00014030485,0.0003561966,0.000089495836],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009871851,0.00011673776,0.0015535427,0.000029453387,0.000105453786,0.000004413152,0.0001912445,0.0004318207,0.9736278,0.00003778544,0.0007314634,0.023071542],"study_design_scores_gemma":[0.0002885247,0.00001144794,0.000019950518,0.000115242714,0.00002081973,0.000009012926,0.00034032963,0.0027680094,0.9059712,0.00003874411,0.090240985,0.00017572306],"about_ca_topic_score_codex":0.000042110372,"about_ca_topic_score_gemma":0.000027525912,"teacher_disagreement_score":0.31096548,"about_ca_system_score_codex":0.00022701417,"about_ca_system_score_gemma":0.00002892505,"threshold_uncertainty_score":0.9994384},"labels":[],"label_agreement":null},{"id":"W4236973701","doi":"10.2118/141100-ms","title":"Scale Inhibitor Application In Northern Alberta - A Case History of an Ultra High Temperature Scale Inhibition Solution in Fire Tube Heater Treaters","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fouling; Scaling; Scale (ratio); Work (physics); Process engineering; Petroleum engineering; Environmental science; Siderite; Materials science; Mechanical engineering; Engineering; Calcite; Geology; Chemistry; Mineralogy; Physics; Mathematics; Membrane","score_opus":0.007824575273717839,"score_gpt":0.20369015575712782,"score_spread":0.19586558048341,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236973701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9877339,0.00001038812,0.000014440528,0.000615085,0.00037533353,0.00017272103,0.000045872755,0.000036067366,0.0109961685],"genre_scores_gemma":[0.99834055,0.000018133385,0.00009717139,0.0001626621,0.00016060752,0.000070131435,0.00034634132,0.000022225802,0.00078219414],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984816,0.000043623335,0.0005112495,0.00046886154,0.00029476383,0.00019995541],"domain_scores_gemma":[0.99932194,0.00002762541,0.00017046089,0.00026843615,0.00012821406,0.00008332554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001545283,0.00020024786,0.00019825327,0.00008761575,0.000030478119,0.00002503064,0.00015404122,0.00025894356,0.00081398344],"category_scores_gemma":[0.000017755261,0.0001925642,0.00006730424,0.00011748787,0.00010226435,0.00035419053,0.00002593345,0.00018892754,0.000018252531],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025618094,0.00046626496,0.0018300158,0.00005607725,0.0000034524478,0.00006233264,0.0015255894,0.00014242818,0.9951567,0.000022634997,0.00010187369,0.0003764663],"study_design_scores_gemma":[0.0009218281,0.00007036524,0.0003824267,0.00014140189,0.000007653527,0.00014240357,0.00023565526,0.00067515374,0.9969518,0.00012838456,0.00012336446,0.00021954089],"about_ca_topic_score_codex":0.0067269024,"about_ca_topic_score_gemma":0.008000598,"teacher_disagreement_score":0.01060661,"about_ca_system_score_codex":0.00075224845,"about_ca_system_score_gemma":0.00006089845,"threshold_uncertainty_score":0.9998874},"labels":[],"label_agreement":null},{"id":"W4255880066","doi":"10.2118/164070-ms","title":"The Influence of Turbulence or Hydrodynamic Effects on Barium Sulphate Scale Formation and Inhibitor Performance","year":2013,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Turbulence; Barium sulphate; Nucleation; Materials science; Barium; Flow assurance; Chemistry; Mechanics; Metallurgy; Physics; Organic chemistry","score_opus":0.003457851454668729,"score_gpt":0.20099103957426698,"score_spread":0.19753318811959825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255880066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99165726,0.000012257937,0.000035552843,0.0023881178,0.00028555014,0.00015434889,0.000010470913,0.00003586696,0.0054205875],"genre_scores_gemma":[0.9978972,0.00026717357,0.000038159906,0.00033396482,0.00014087744,0.000045709046,0.000019257468,0.000009273211,0.0012483728],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99892604,0.00001873051,0.00029695255,0.00021988538,0.00038057275,0.00015778751],"domain_scores_gemma":[0.9992079,0.000188329,0.00017077182,0.00019584935,0.00017693445,0.000060209455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012811024,0.00013683125,0.00010602779,0.000023234463,0.00011275003,0.00012737414,0.0002391372,0.00008641994,0.00023204206],"category_scores_gemma":[0.00009022546,0.00009534194,0.00003453858,0.00006792452,0.0001039619,0.00037154477,0.000070594855,0.00012037853,0.000053530817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010213147,0.000030357882,0.00006467049,0.00011602975,0.0000037506215,9.303891e-7,0.000071387556,0.0015668746,0.99688494,0.00010327613,0.0002202547,0.0008353985],"study_design_scores_gemma":[0.000342167,0.00009989377,0.0009155112,0.0002469555,0.0000043009145,0.000013831286,0.000029925954,0.01241339,0.9851253,0.000134526,0.00055387145,0.00012034596],"about_ca_topic_score_codex":0.000018837412,"about_ca_topic_score_gemma":0.000003947676,"teacher_disagreement_score":0.011759657,"about_ca_system_score_codex":0.00007040882,"about_ca_system_score_gemma":0.000020528034,"threshold_uncertainty_score":0.38879314},"labels":[],"label_agreement":null}]}