{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"fde9857aaa0f","filters":{"venue":"SPE Production & Facilities"}},"results":[{"id":"W2058010189","doi":"10.2118/85104-pa","title":"Predicting Brine Mixing Deep Within the Reservoir and Its Impact on Scale Control in Marginal and Deepwater Developments","year":2003,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalcor Energy (Canada)","funders":"Heriot-Watt University","keywords":"Brine; Petroleum engineering; Seawater; Wellbore; Geology; Deposition (geology); Strontium; Environmental science; Produced water; Chemistry; Oceanography","authors":[{"name":"Eric Mackay","is_ca":false},{"name":"M. M. Jordan","is_ca":true},{"name":"Farshid Torabi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008584235740892033,"gpt":0.2238018220669748,"spread":0.2152175863260828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001984788,0.0003391732,0.000218887,0.000325514,0.0002042536,0.0006055064,0.0002503664,0.000495647,0.0009229642],"category_scores_gemma":[0.0005918553,0.0001988804,0.0003809629,0.0002413041,0.0002277992,0.0004035491,0.0002271276,0.0003817516,0.00009488675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007216691,"about_ca_system_score_gemma":0.000480759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04287738,"about_ca_topic_score_gemma":0.03294619,"domain_scores_codex":[0.9999541,0.000006695198,0.000003206631,0.00001276669,0.000006362149,0.00001685833],"domain_scores_gemma":[0.9996879,0.0001752309,0.0000377995,0.00001541013,0.00003276686,0.00005094252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001382343,0.0001309477,0.06885006,0.00001958214,0.00001704738,0.00009228277,0.0000308309,0.9190724,0.005306773,0.0001984603,0.000115465,0.006027911],"study_design_scores_gemma":[0.00001381523,0.000100966,0.02569403,0.000003993609,0.00000746468,0.000006483824,0.00006332157,0.9717456,0.002123976,0.00009127623,0.0001404858,0.000008581321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986327,0.000009755156,0.0007804875,0.00001394765,0.000001901475,0.0000066673,0.0001324147,0.0000254649,0.0003966757],"genre_scores_gemma":[0.9988655,0.00001186032,0.0007283218,0.000002859585,6.996264e-7,0.000003771372,0.0001258995,0.000003182836,0.0002578741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04287738,"threshold_uncertainty_score":0.08525562,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1995198462","doi":"10.2118/87459-pa","title":"Integrated Risk Analysis for Scale Management in Deepwater Developments","year":2005,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Subsea; Scale (ratio); Submarine pipeline; Process (computing); Risk analysis (engineering); Engineering; Reservoir engineering; Petroleum engineering; Environmental science; Computer science; Marine engineering; Petroleum; Geology","authors":[{"name":"Eric Mackay","is_ca":false},{"name":"M. M. Jordan","is_ca":true},{"name":"N. D. Feasey","is_ca":true},{"name":"D. Shah","is_ca":false},{"name":"Pradeep Kumar","is_ca":false},{"name":"Syed A. Ali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01073859651937272,"gpt":0.2202449368635206,"spread":0.2095063403441478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006310859,0.001752831,0.001445829,0.00362093,0.0007783032,0.003700749,0.001453281,0.001165695,0.005885124],"category_scores_gemma":[0.01107373,0.0007699889,0.002003566,0.001770209,0.001041702,0.002305145,0.003332129,0.001975427,0.0003590976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003694826,"about_ca_system_score_gemma":0.003867872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01567439,"about_ca_topic_score_gemma":0.009753908,"domain_scores_codex":[0.9963772,0.00147076,0.0001920999,0.000336359,0.001311371,0.0003122657],"domain_scores_gemma":[0.9904639,0.005904726,0.00140692,0.0004188983,0.001549702,0.0002558785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007810636,0.0001159649,0.004895835,0.00008284531,0.0001286634,0.0001326305,0.0001080325,0.9477914,0.0009757845,0.01839688,0.0008134973,0.02648038],"study_design_scores_gemma":[0.00001228557,0.00009688632,0.001657633,0.00002812983,0.00004548668,0.0000295959,0.0001212566,0.9807797,0.0005883386,0.01514491,0.001467496,0.00002817693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.11905,0.0007744524,0.8608131,0.0008554292,0.00008127875,0.0005856783,0.0008349983,0.001019699,0.01598541],"genre_scores_gemma":[0.8163112,0.0005211718,0.175913,0.00008226428,0.00006373913,0.0004244604,0.0006317177,0.0001636998,0.00588872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01567439,"threshold_uncertainty_score":0.03337544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2022178561","doi":"10.2118/78823-pa","title":"Application of Low-Dosage Hydrate Inhibitors in Deepwater Operations","year":2002,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Hydrate; Clathrate hydrate; Software deployment; Petroleum engineering; Biochemical engineering; Environmental science; Flow assurance; High pressure; Chemistry; Process engineering; Computer science; Engineering; Organic chemistry","authors":[{"name":"Beide Fu","is_ca":true},{"name":"S. Neff","is_ca":true},{"name":"Anil K. Mathur","is_ca":false},{"name":"Katherine A. Bakeev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01039132881787173,"gpt":0.1957715548554222,"spread":0.1853802260375504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002959131,0.0003155948,0.0004301081,0.0002413274,0.0002499984,0.0004900178,0.0004115635,0.0002909007,0.001172472],"category_scores_gemma":[0.00028255,0.0001238085,0.0001765836,0.000161038,0.0002103936,0.0003765727,0.000438003,0.0003718538,0.0003678258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004507743,"about_ca_system_score_gemma":0.0002219522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009096945,"about_ca_topic_score_gemma":0.001147766,"domain_scores_codex":[0.9998106,0.00003864466,0.00001385202,0.00002805871,0.00007976507,0.00002909281],"domain_scores_gemma":[0.9998185,0.00004774078,0.00005732129,0.00001247268,0.00002895321,0.00003505906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002438109,0.00004031751,0.001104046,0.0002447405,0.00001114359,0.00006927517,0.00003517411,0.001539956,0.9824285,0.0001982558,0.0001580883,0.01392671],"study_design_scores_gemma":[0.0000126138,0.0004147276,0.0007736348,0.000005830147,0.000009698437,0.00006735723,0.00001664292,0.002008822,0.9921205,0.00004485966,0.004518478,0.000006818329],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663078,0.005257608,0.02324653,0.0002314429,0.00004505935,0.00009215718,0.0003300491,0.0004057303,0.004083634],"genre_scores_gemma":[0.9904495,0.0009374484,0.006822063,0.00002604013,0.000010939,0.00001626612,0.0001429018,0.00001980062,0.001574969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001172472,"threshold_uncertainty_score":0.003922343,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1980859258","doi":"10.2118/84963-pa","title":"Occurrence, Prediction, and Prevention of Zinc Sulfide Scale Within Gulf Coast and North Sea High-Temperature and High-Salinity Fields","year":2003,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Sulfide; Hydrogen sulfide; Zinc; Dissolution; Sulfate; Carbonate; Zinc sulfide; Deposition (geology); Environmental science; Fossil fuel; Acid gas; Stress corrosion cracking; Produced water; Metallurgy; Corrosion; Sulfur; Chemistry; Geology; Environmental engineering; Waste management; Sediment; Materials science; Inorganic chemistry; Engineering","authors":[{"name":"I. R. Collins","is_ca":false},{"name":"M. M. Jordan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01522072578581284,"gpt":0.2197533223628826,"spread":0.2045325965770698,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001627243,0.0001697615,0.00008462943,0.0009433469,0.0002748878,0.0003313487,0.0001893791,0.0001966848,0.0005235691],"category_scores_gemma":[0.000443991,0.0001011243,0.0001529136,0.000610359,0.0002558825,0.0002070566,0.0002369843,0.0001372735,0.00008619713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000617006,"about_ca_system_score_gemma":0.0005235086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0592198,"about_ca_topic_score_gemma":0.09585044,"domain_scores_codex":[0.9998747,0.00001109537,0.00001151375,0.00002998008,0.00004227756,0.0000303722],"domain_scores_gemma":[0.9992648,0.00006326551,0.0003795134,0.00002384983,0.0001608675,0.0001077257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001669555,0.00001169118,0.9978218,0.000004214444,0.000005244886,0.0001122566,0.00005641742,0.0001282796,0.0008569569,0.0000117301,0.00004537411,0.0009294415],"study_design_scores_gemma":[7.843936e-7,0.0000170131,0.9990702,0.000002069221,0.000002204948,0.00004152932,0.0002321997,0.0003755747,0.0001821178,0.000007508812,0.00006792856,9.295045e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995669,0.00001745146,0.00005975058,0.00000820621,9.071677e-7,0.000004276043,0.0001347938,0.000002935159,0.0002046769],"genre_scores_gemma":[0.9995533,0.00002654768,0.0001241799,0.000003545011,8.258555e-7,0.00000289113,0.0001358521,4.429998e-7,0.0001524389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0592198,"threshold_uncertainty_score":0.1177502,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1967894751","doi":"10.2118/73002-pa","title":"A New Two-Dimensional Model for Acid-Fracturing Design","year":2001,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Discretization; Dolomite; Field (mathematics); Dispersion (optics); Petroleum engineering; Transient (computer programming); Mechanics; Thermal conductivity; Geology; Materials science; Mathematics; Mineralogy; Geotechnical engineering; Computer science; Physics; Mathematical analysis; Composite material","authors":[{"name":"A. Settari","is_ca":true},{"name":"R. B. Sullivan","is_ca":false},{"name":"Chris Hansen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03050532278057913,"gpt":0.2386641658278421,"spread":0.2081588430472629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002523664,0.0005117728,0.0006346203,0.0004152483,0.0003902782,0.001295052,0.001106327,0.001347571,0.006593625],"category_scores_gemma":[0.0005933611,0.0004986789,0.0007272727,0.000412942,0.0005396195,0.0007679281,0.0006014067,0.0007523607,0.001113257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007708307,"about_ca_system_score_gemma":0.001120922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006000458,"about_ca_topic_score_gemma":0.003576914,"domain_scores_codex":[0.9998022,0.00004210108,0.00001460721,0.0000470842,0.00007275948,0.00002135313],"domain_scores_gemma":[0.9998306,0.00005509458,0.00002615596,0.00002842872,0.00004590528,0.00001380459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001025959,0.00001079541,0.0002383127,0.00002356542,0.00000516059,0.00004765891,0.00002213977,0.9824985,0.001864852,0.0106864,0.0004717116,0.004120552],"study_design_scores_gemma":[0.000004158514,0.000005536239,0.00005700874,0.000002573309,0.000002319697,0.00001273671,0.000002580401,0.9954134,0.0002196312,0.001561791,0.002713817,0.000004381824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02268302,0.000205481,0.9557225,0.0003040766,0.0001097984,0.00009912629,0.0007556321,0.0005041947,0.01961617],"genre_scores_gemma":[0.6544688,0.0008536109,0.2725998,0.000254354,0.00011657,0.001262355,0.001283606,0.0003482056,0.06881265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006593625,"threshold_uncertainty_score":0.02205783,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2083813251","doi":"10.2118/86476-pa","title":"Scale Control Within the North Sea Chalk/Limestone Reservoirs—The Challenge of Understanding and Optimizing Chemical-Placement Methods and Retention Mechanisms: Laboratory to Field","year":2005,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalco (Canada)","funders":"BP Exploration Operating Company Limited","keywords":"Carbonate; Petroleum engineering; Scale (ratio); Phosphonate; Geology; Environmental science; Chemistry; Organic chemistry","authors":[{"name":"M. M. Jordan","is_ca":true},{"name":"K. Sjursæther","is_ca":true},{"name":"I. R. Collins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04033800708232543,"gpt":0.2789451713146875,"spread":0.2386071642323621,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004833298,0.0002209048,0.0002839675,0.0001257262,0.0003666703,0.0005029431,0.000372675,0.000187705,0.000819661],"category_scores_gemma":[0.0006351443,0.0001041964,0.000108611,0.0001391237,0.0003938793,0.000327898,0.0002592707,0.0003516387,0.0001213735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009683043,"about_ca_system_score_gemma":0.001035254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006455261,"about_ca_topic_score_gemma":0.01629198,"domain_scores_codex":[0.9997119,0.00005164256,0.00002297783,0.00004405106,0.0001400201,0.00002926401],"domain_scores_gemma":[0.9994422,0.000162388,0.0001572716,0.00005636963,0.0001452635,0.00003659391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001143448,0.0000593019,0.001851212,0.0003152056,0.00001021488,0.00006829422,0.0001246677,0.003148312,0.970121,0.0003487361,0.0002261729,0.02361261],"study_design_scores_gemma":[0.0000126766,0.0006073387,0.004836123,0.00001304979,0.00001124984,0.00008300362,0.0002266034,0.002715797,0.9859436,0.000138011,0.005399614,0.00001283289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763703,0.001066826,0.018846,0.0002531432,0.00002074574,0.0001907953,0.0002127979,0.0001201101,0.002919386],"genre_scores_gemma":[0.9768199,0.001134917,0.01959124,0.00004863496,0.00001368665,0.00009715983,0.0001372009,0.0000316802,0.002125566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006455261,"threshold_uncertainty_score":0.01283538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2064318617","doi":"10.2118/80286-pa","title":"The Development and Application of a Novel Scale Inhibitor Deployment System","year":2002,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalcor Energy (Canada)","funders":"Heriot-Watt University","keywords":"Emulsion; Brine; Oil field; Petroleum engineering; Porous medium; Chemistry; Permeability (electromagnetism); Chemical engineering; Environmental science; Porosity; Geology; Organic chemistry; Membrane; Engineering","authors":[{"name":"I. R. Collins","is_ca":false},{"name":"M. M. Jordan","is_ca":true},{"name":"Spencer E. Taylor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02308983612214952,"gpt":0.2168181747517796,"spread":0.19372833862963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003378472,0.0002929433,0.0002962388,0.0003070678,0.0002444112,0.0005590183,0.0004656605,0.000426139,0.001172443],"category_scores_gemma":[0.0003029777,0.0002336049,0.0002798372,0.0001362942,0.0002688878,0.000447163,0.0004081001,0.0004485714,0.000759159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005028762,"about_ca_system_score_gemma":0.0005000767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133793,"about_ca_topic_score_gemma":0.001142664,"domain_scores_codex":[0.9997887,0.00001575097,0.0000168284,0.00005381103,0.00009981708,0.00002507223],"domain_scores_gemma":[0.9998381,0.00001821509,0.00003744704,0.00002313862,0.00004630332,0.00003682582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002429414,0.00003453973,0.0001469987,0.00005986097,0.000004876597,0.00008290322,0.00002373734,0.0004305354,0.9872259,0.0005454314,0.0001896794,0.01123121],"study_design_scores_gemma":[0.00002425066,0.0002772312,0.0005009585,0.000004543403,0.00001643806,0.0002570068,0.000007696284,0.004542777,0.9800868,0.00005148902,0.01422029,0.00001034677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6239589,0.003301641,0.3514814,0.0006942694,0.0003764412,0.001002567,0.000354409,0.002925125,0.01590517],"genre_scores_gemma":[0.7899536,0.001800584,0.1925312,0.0001437484,0.00007029885,0.0003010587,0.0003577262,0.0001412074,0.01470034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00133793,"threshold_uncertainty_score":0.003922224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977841198","doi":"10.2118/87630-pa","title":"Pilot Testing of a New Generation of Induced Gas Flotation Equipment","year":2004,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Petroleum; Submarine pipeline; Pilot test; Engineering; Fossil fuel; Process (computing); Process engineering; Waste management; Environmental science; Marine engineering; Computer science; Geology; Geotechnical engineering","authors":[{"name":"Shaya Movafaghian","is_ca":true},{"name":"James Chen","is_ca":true},{"name":"Stephen Scott Wheeler","is_ca":false},{"name":"R. W. Guidry","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1185185655326156,"gpt":0.2860373126126229,"spread":0.1675187470800072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005872029,0.0004796076,0.0003058597,0.0002791548,0.0003060011,0.0002222472,0.0007909028,0.0004161544,0.0009447014],"category_scores_gemma":[0.0008901974,0.0001495047,0.00030793,0.0001711035,0.000221638,0.000443878,0.0003124561,0.0003715019,0.0002272981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000274168,"about_ca_system_score_gemma":0.0002603157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002037999,"about_ca_topic_score_gemma":0.001750369,"domain_scores_codex":[0.9996828,0.00007037403,0.00002915336,0.00007057929,0.00009004684,0.00005694879],"domain_scores_gemma":[0.9995081,0.0001600347,0.00005052716,0.00005820833,0.00016088,0.00006218527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001633975,0.001827649,0.005858283,0.0003761978,0.00004367374,0.0003106983,0.000267075,0.003354029,0.953435,0.0001836578,0.0002784261,0.03243141],"study_design_scores_gemma":[0.0002385061,0.0254398,0.01505623,0.00001801395,0.00009319452,0.0002984546,0.0001179171,0.0076072,0.9468534,0.00004289387,0.004208778,0.00002558163],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965225,0.00007327433,0.002714189,0.00002346607,0.00001239241,0.0001702273,0.0001057639,0.00007357902,0.0003045554],"genre_scores_gemma":[0.9875346,0.000119151,0.01052098,0.00002941186,0.000008277084,0.0001349617,0.0003862311,0.00001730202,0.001249124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002037999,"threshold_uncertainty_score":0.004052281,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2244405087","doi":"10.2118/84134-pa","title":"Impact of Transient-Flow Conditions on Electric Submersible Pumps in Sinusoidal-Well Profiles: A Case Study","year":2005,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Inflow; Transient (computer programming); Drawdown (hydrology); Submersible pump; Marine engineering; Downtime; Submarine pipeline; Petroleum engineering; Environmental science; Engineering; Geology; Computer science; Geotechnical engineering; Reliability engineering","authors":[{"name":"Shauna Noonan","is_ca":true},{"name":"Michael Kendrick","is_ca":false},{"name":"P. N. Matthews","is_ca":false},{"name":"N. Sebastiao","is_ca":false},{"name":"Ian Ayling","is_ca":false},{"name":"B. L. Wilson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01485696664277167,"gpt":0.2595948863645095,"spread":0.2447379197217378,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006453078,0.0004245538,0.0002999845,0.000381601,0.0009005461,0.0006772675,0.0005614597,0.001177995,0.001094695],"category_scores_gemma":[0.001831188,0.0003199427,0.0004927294,0.0005340684,0.000612207,0.0007859868,0.0004150071,0.0005468696,0.0001461191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00118589,"about_ca_system_score_gemma":0.0008249214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115267,"about_ca_topic_score_gemma":0.01233119,"domain_scores_codex":[0.9996282,0.0001173971,0.00002394588,0.00003905315,0.00009512463,0.00009633932],"domain_scores_gemma":[0.9987862,0.0007675824,0.000134869,0.00007923004,0.0001526582,0.00007952831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001206402,0.0009912485,0.06933755,0.0002656077,0.00006721245,0.01695645,0.001328273,0.8527299,0.02732629,0.003506794,0.001025453,0.02525879],"study_design_scores_gemma":[0.0002823721,0.002926746,0.03966936,0.00005887058,0.00009949433,0.002166454,0.005140204,0.8564133,0.08822073,0.002170315,0.002733801,0.0001183695],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970511,0.00001379064,0.002137536,0.00003534254,0.000002383555,0.00002565395,0.00006228815,0.00002957024,0.0006423012],"genre_scores_gemma":[0.9991328,0.00001790936,0.0006044885,0.000002832186,5.644668e-7,0.00000682468,0.00002661221,0.000002703357,0.000205245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115267,"threshold_uncertainty_score":0.02217555,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093613262","doi":"10.2118/83635-pa","title":"Innovative Critical Sour Gas Extended Production Test Through Surface Coiled Tubing","year":2003,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"BP (Canada)","funders":"","keywords":"Sour gas; Coiled tubing; Petroleum engineering; Production (economics); Natural gas; Engineering; Pipeline (software); Natural gas field; Fossil fuel; Revenue; Waste management; Mechanical engineering; Economics","authors":[{"name":"S. F. Campbell","is_ca":true},{"name":"S. M. Pettigrew","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01833229880436271,"gpt":0.2317939826020367,"spread":0.213461683797674,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007302632,0.0004306386,0.0003615658,0.0006204747,0.0004393593,0.000468793,0.0007847116,0.0005662353,0.002467265],"category_scores_gemma":[0.001259012,0.0001801934,0.0002982714,0.0002428982,0.0008003094,0.0008389557,0.000781848,0.0004024649,0.0004239815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005278629,"about_ca_system_score_gemma":0.0005273817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007772471,"about_ca_topic_score_gemma":0.0008054114,"domain_scores_codex":[0.9989361,0.000168029,0.00004122894,0.0001285353,0.0006210104,0.0001050482],"domain_scores_gemma":[0.9986506,0.0003274302,0.000155709,0.0001986752,0.0005485406,0.0001190597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000581007,0.000141889,0.003400841,0.0001577985,0.00001361321,0.0006580065,0.0004009911,0.003273472,0.959738,0.001518963,0.0007086992,0.02940678],"study_design_scores_gemma":[0.00004365374,0.004283737,0.00509134,0.00001360371,0.00001778017,0.0006859537,0.0002239403,0.008114849,0.9735606,0.0006896848,0.007225385,0.00004948268],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8694002,0.0002463616,0.1188997,0.0001814032,0.0000915998,0.0003668495,0.0003326226,0.001584133,0.008897088],"genre_scores_gemma":[0.9691331,0.00006700905,0.02693703,0.00005144209,0.00000978782,0.00007773135,0.0001452138,0.00006160101,0.003517069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002467265,"threshold_uncertainty_score":0.008253872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981267860","doi":"10.2118/84962-pa","title":"Zero-Tolerance Program To Enhance Safety Awareness During Well-Service Jobs","year":2003,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Saskatchewan","keywords":"Service (business); Process (computing); Excellence; Zero tolerance; Process management; Accountability; Risk analysis (engineering); Process safety; Operations management; Computer science; Business; Engineering; Marketing; Work in process; Psychology","authors":[{"name":"Mohammad Farooqui","is_ca":false},{"name":"Mohamed M. Saudi","is_ca":false},{"name":"Fadhel A. Al-Ghurairi","is_ca":false},{"name":"Allen T. Blanke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06181221410056633,"gpt":0.4414416316827767,"spread":0.3796294175822104,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002615982,0.0003519259,0.0001318721,0.000983641,0.0009944243,0.0007033525,0.001076911,0.0004690572,0.007571688],"category_scores_gemma":[0.007846566,0.0001566335,0.0001736271,0.0002418691,0.0004598571,0.0004730278,0.001648116,0.0007217241,0.00113548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171247,"about_ca_system_score_gemma":0.006298984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003400647,"about_ca_topic_score_gemma":0.006538835,"domain_scores_codex":[0.9981692,0.0007117863,0.0001190003,0.0001384435,0.0005674553,0.0002941301],"domain_scores_gemma":[0.9931394,0.001724541,0.0009681881,0.0004959546,0.002036877,0.001634912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004060667,0.004613349,0.0177175,0.0007831557,0.00001337656,0.0002588398,0.005508854,0.001939247,0.01155768,0.003452042,0.03180073,0.9219491],"study_design_scores_gemma":[0.0008092761,0.02614251,0.39642,0.002561505,0.0001570765,0.001776578,0.02610482,0.01841797,0.08635685,0.0117814,0.4290991,0.0003729498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8515899,0.0005742445,0.05815541,0.009208847,0.0007675514,0.003393025,0.0002682864,0.003158807,0.07288384],"genre_scores_gemma":[0.9272061,0.0003992511,0.04357965,0.001219604,0.0001454907,0.00108303,0.0003323826,0.00006392881,0.0259706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007571688,"threshold_uncertainty_score":0.02532983,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}