{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":131,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":131,"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":"392eb9b401a2","filters":{"venue":"Membrane Technology"}},"results":[{"id":"W2094485254","doi":"10.1016/s0958-2118(07)70264-1","title":"Measurement of gas permeability in SPE membranes for use in fuel cells","year":2007,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ballard Power Systems (Canada)","funders":"","keywords":"Membrane; Fuel cells; Polyelectrolyte; Chemical engineering; Permeability (electromagnetism); Materials science; Chemistry; Process engineering; Nanotechnology; Engineering; Organic chemistry; Polymer; Biochemistry","authors":[{"name":"Dmitri Bessarabov","is_ca":true},{"name":"Paul Kozak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01626663209445264,"gpt":0.2145959398284489,"spread":0.1983293077339962,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007572576,0.000480901,0.0004585246,0.0004265556,0.0006858213,0.0005153632,0.0005476614,0.001097737,0.0006793954],"category_scores_gemma":[0.001601574,0.0002330701,0.0002222355,0.0002924831,0.0005150339,0.001742526,0.0004300495,0.0008033507,0.0003315693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003471253,"about_ca_system_score_gemma":0.0001922997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003484805,"about_ca_topic_score_gemma":0.0004101023,"domain_scores_codex":[0.9995385,0.0001148811,0.00002498607,0.00006734625,0.0002070098,0.00004721449],"domain_scores_gemma":[0.999386,0.0003804677,0.00007343906,0.00003796519,0.00009807253,0.00002419676],"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":[0.00004239855,0.000008916661,0.0002394526,0.00005386766,0.000003815847,0.00004732941,0.00002767356,0.0001143134,0.9961311,0.0002050844,0.00004325194,0.003082863],"study_design_scores_gemma":[0.000001785178,0.0000488089,0.0005367505,0.000004373577,0.000002416118,0.0001148956,0.00002799688,0.0004897279,0.9977882,0.000114712,0.0008656078,0.00000481568],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938174,0.007131419,0.04780937,0.0006676827,0.0001618615,0.0001176994,0.0004550032,0.0004222251,0.005060699],"genre_scores_gemma":[0.9653334,0.005598743,0.02533896,0.0001317131,0.00005718308,0.00007771486,0.0003196273,0.00008844197,0.003054299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001097737,"threshold_uncertainty_score":0.004004836,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2488561455","doi":"10.1016/s0958-2118(16)30149-5","title":"Recent progress in polymeric hollow-fibre membrane preparation and applications","year":2016,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Spinning; Materials science; Membrane distillation; Polymer; Polymeric membrane; Membrane technology; Nanotechnology; Polymer science; Desalination; Composite material; Chemistry","authors":[{"name":"Kailash Chan Khulbe","is_ca":true},{"name":"Takeshi Matsuura","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00892948379355532,"gpt":0.2550125050505293,"spread":0.246083021256974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001760321,0.0006679625,0.0005852146,0.001128577,0.0003272902,0.0009405248,0.0007110162,0.0008548688,0.002911504],"category_scores_gemma":[0.0009632013,0.0004348073,0.000495368,0.001410953,0.0003307882,0.001904824,0.0005501012,0.0007749064,0.002128067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005129791,"about_ca_system_score_gemma":0.0005365799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005085628,"about_ca_topic_score_gemma":0.0006140966,"domain_scores_codex":[0.9994048,0.00008185721,0.00008792647,0.0001579353,0.0002195109,0.00004803778],"domain_scores_gemma":[0.9992936,0.0002664772,0.0001043744,0.00004282846,0.0002472787,0.00004544667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002241158,0.0001828246,0.0005660255,0.01344692,0.00007620378,0.0003015915,0.0002178272,0.001599186,0.3002598,0.003341,0.004110149,0.6756744],"study_design_scores_gemma":[0.00001810588,0.0006641373,0.002189916,0.001265162,0.0001672542,0.001956516,0.0001641737,0.001507097,0.3043801,0.001369506,0.6862406,0.00007745253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02146928,0.937136,0.027674,0.001393022,0.000744216,0.00004417649,0.0001723436,0.0002352798,0.01113173],"genre_scores_gemma":[0.04233009,0.9183667,0.03077397,0.0005453854,0.0007895033,0.00005233009,0.0003968836,0.00007569725,0.006669418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002911504,"threshold_uncertainty_score":0.009739935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2740541596","doi":"10.1016/s0958-2118(17)30135-0","title":"Synthetic membrane characterisation – a review: part I","year":2017,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Muon and positron interactions and applications","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Membrane; Neutron scattering; Scattering; Transmission electron microscopy; Scanning transmission electron microscopy; Materials science; Scanning electron microscope; Nanotechnology; Electron paramagnetic resonance; Chemistry; Nuclear magnetic resonance; Physics; Optics; Composite material","authors":[{"name":"K.C. Khulbe","is_ca":true},{"name":"Takeshi Matsuura","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01141334988267784,"gpt":0.2533880424998585,"spread":0.2419746926171807,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001344759,0.001460845,0.001543549,0.002665627,0.0003900156,0.001283103,0.001361963,0.001653334,0.002727452],"category_scores_gemma":[0.001629075,0.0007147531,0.000720714,0.002978388,0.001037142,0.002755123,0.0009604617,0.00192822,0.00305693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007585912,"about_ca_system_score_gemma":0.000868357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007173971,"about_ca_topic_score_gemma":0.0006246277,"domain_scores_codex":[0.9992421,0.00009354015,0.0001395872,0.0001619824,0.00030196,0.00006091041],"domain_scores_gemma":[0.9987937,0.0005271644,0.0002413157,0.00006548699,0.0003227778,0.00004941671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001174935,0.000311546,0.0003045021,0.05095012,0.0001082192,0.0004669856,0.0001552673,0.00147499,0.03901653,0.008807023,0.02593013,0.8723571],"study_design_scores_gemma":[0.00001440864,0.0002393983,0.000621976,0.002805362,0.00005493891,0.001920258,0.0001057328,0.0003862272,0.02051628,0.002373636,0.9708961,0.00006571716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009352723,0.9939634,0.002300618,0.0002708071,0.0005080603,0.00003081484,0.00006018145,0.0000221365,0.001908715],"genre_scores_gemma":[0.003408834,0.991055,0.002787024,0.0003458399,0.0004222365,0.00005969542,0.0001950302,0.00001852487,0.001707955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002727452,"threshold_uncertainty_score":0.009124219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2017100164","doi":"10.1016/s0958-2118(09)70250-2","title":"Advances in structural and chemical analysis of catalystcoated membranes for hydrogen fuel cell applications","year":2009,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Membrane; Catalysis; Membrane electrode assembly; Materials science; Fuel cells; Chemical engineering; Hydrogen; Ionomer; Electrode; Nanotechnology; Chemistry; Composite material; Engineering; Electrolyte; Polymer; Organic chemistry","authors":[{"name":"Dmitri Bessarabov","is_ca":true},{"name":"Adam P. Hitchcock","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002714843898956475,"gpt":0.207498653371233,"spread":0.2047838094722765,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006083362,0.0004273195,0.0002551832,0.0008702786,0.0003455324,0.0006352672,0.0004921603,0.0006442481,0.001167956],"category_scores_gemma":[0.0008651587,0.0002715328,0.0003276227,0.0005907518,0.0003890008,0.0007736562,0.0002272439,0.0008186619,0.0005750374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003679158,"about_ca_system_score_gemma":0.0003496889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006711917,"about_ca_topic_score_gemma":0.001432481,"domain_scores_codex":[0.9997247,0.0000443127,0.00001825411,0.00003743682,0.0001609749,0.00001435553],"domain_scores_gemma":[0.999553,0.0001493759,0.00007503444,0.00005205992,0.0001501466,0.00002031608],"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":[0.0000161041,0.00001789832,0.0002701538,0.0001544038,0.000007470947,0.00002768006,0.00001991472,0.0002862196,0.9858357,0.000633709,0.00007173166,0.01265895],"study_design_scores_gemma":[0.00000320037,0.00003922592,0.002292493,0.00001066102,0.00000988541,0.0001569893,0.00002586274,0.002234322,0.9895312,0.0003630489,0.005324049,0.000009155117],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.725225,0.0357033,0.2242885,0.001240443,0.000255931,0.0001482683,0.001383777,0.0006333549,0.01112136],"genre_scores_gemma":[0.7618769,0.02487758,0.2045971,0.0002764056,0.0001591662,0.0001227951,0.001493088,0.0001740846,0.006422903],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001167956,"threshold_uncertainty_score":0.003907204,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4214589947","doi":"10.1016/s0958-2118(04)00081-3","title":"Mykrolis revises Q4 sales outlook upwards","year":2004,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Innovation Policy and R&D","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Corporation; Fiscal year; Semiconductor industry; Engineering; Business; Operations management; Economics; Marketing; Management; Finance; Manufacturing engineering; History; Archaeology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02679284800040498,"gpt":0.2321193295781191,"spread":0.2053264815777142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001431317,0.000620138,0.000314945,0.003955546,0.0007000887,0.003749159,0.0005514717,0.001299954,0.02734319],"category_scores_gemma":[0.008302129,0.0002421439,0.0004700616,0.004213493,0.000268852,0.001952327,0.000553745,0.001909022,0.02421361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002894988,"about_ca_system_score_gemma":0.002773394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06817745,"about_ca_topic_score_gemma":0.04841348,"domain_scores_codex":[0.9988555,0.00005247759,0.00006805225,0.00009847434,0.000771652,0.0001537784],"domain_scores_gemma":[0.9927318,0.0004715652,0.0005293316,0.0002542639,0.005695156,0.0003179978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001112241,0.00001655892,0.004470848,0.00007256251,0.000008082225,0.0000847863,0.0000939835,0.0006112583,0.0005537419,0.005482245,0.9458308,0.04266392],"study_design_scores_gemma":[0.00001270791,0.00004403016,0.01762331,0.00006856978,0.00001176218,0.00004492775,0.0001458524,0.000678667,0.0007747306,0.0009457734,0.9796293,0.00002036628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08201889,0.009442518,0.004827579,0.2010482,0.03172367,0.0001199469,0.1677213,0.007103019,0.4959949],"genre_scores_gemma":[0.2812948,0.01222387,0.00531262,0.01740012,0.008862667,0.0001292515,0.08737098,0.002387584,0.5850181],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06817745,"threshold_uncertainty_score":0.1355612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4254187399","doi":"10.1016/s0958-2118(13)70078-8","title":"PWT expands sales network and is certified in China","year":2013,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Certification; China; Business; Commerce; Finance; Agricultural economics; Management; Political science; Economics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007537459696180055,"gpt":0.190440734499183,"spread":0.1829032748030029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001144295,0.000402998,0.0002529595,0.001703776,0.002767654,0.001693869,0.0007926532,0.0007023752,0.0440397],"category_scores_gemma":[0.001616081,0.0002901418,0.0002475395,0.001802122,0.0007174117,0.001295124,0.001216883,0.0009591924,0.008276414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002732367,"about_ca_system_score_gemma":0.02595968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1052249,"about_ca_topic_score_gemma":0.1111655,"domain_scores_codex":[0.9984834,0.00004850678,0.00005011609,0.0001753859,0.0007469566,0.0004957204],"domain_scores_gemma":[0.9966576,0.00007013216,0.0001242039,0.0002977491,0.00143622,0.001414205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003693496,0.0006661399,0.09010374,0.000249756,0.00003427205,0.003012801,0.001806053,0.002811348,0.01564119,0.0369863,0.3402096,0.5081095],"study_design_scores_gemma":[0.0001031861,0.0002997793,0.1498752,0.00004350872,0.00002272009,0.0007398941,0.0008209285,0.004221987,0.006290176,0.001195083,0.8363397,0.00004787288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3446098,0.0005433853,0.003841473,0.005959404,0.0005752861,0.0008112463,0.003058515,0.002496315,0.6381045],"genre_scores_gemma":[0.4117752,0.0003947752,0.001573286,0.0009670666,0.00009769257,0.000171404,0.003818666,0.0001093559,0.5810925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1052249,"threshold_uncertainty_score":0.2092248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1976396859","doi":"10.1016/s0958-2118(01)80361-x","title":"Morphological diversity of platinum clusters deposited on proton-exchange, perfluorinated membranes","year":2001,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Fuel cells; Proton exchange membrane fuel cell; Membrane; Platinum; Session (web analytics); Engineering; Electrocatalyst; Chemistry; Nanotechnology; Library science; Political science; Management; Chemical engineering; Materials science; Catalysis; Business; Computer science; Organic chemistry; Physical chemistry; Biochemistry","authors":[{"name":"Dmitri Bessarabov","is_ca":false},{"name":"W.C. Michaels","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01098245716611101,"gpt":0.2011027378542433,"spread":0.1901202806881323,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009130139,0.0001389587,0.0001566973,0.0003410667,0.0002479451,0.0004624317,0.0002705013,0.0003144652,0.0009912527],"category_scores_gemma":[0.0003557968,0.0001844953,0.000107509,0.000266211,0.0001768888,0.0003149354,0.0002031515,0.0002631663,0.0001763695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002280283,"about_ca_system_score_gemma":0.0000709001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003129042,"about_ca_topic_score_gemma":0.0005553401,"domain_scores_codex":[0.9998882,0.000008295716,0.000007625817,0.00003101079,0.00004367654,0.00002128618],"domain_scores_gemma":[0.9998735,0.00003263172,0.00001940037,0.00001624354,0.00003971914,0.00001850543],"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":[0.00005779532,0.000006178571,0.0002529814,0.00003508159,0.000004328457,0.0001071281,0.00005957685,0.0001993506,0.9965551,0.0002125211,0.0001107481,0.002399418],"study_design_scores_gemma":[0.00001086947,0.0001092291,0.005459192,0.000007124288,0.00001306693,0.0004718337,0.00009614635,0.0008092194,0.9895084,0.0001256075,0.003379701,0.000009600703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917645,0.0009595377,0.001678233,0.00009416505,0.00003686501,0.00001384241,0.0002051598,0.00006712328,0.005180572],"genre_scores_gemma":[0.9945029,0.0006325623,0.001875225,0.00003972023,0.00001164734,0.00001498974,0.0002689724,0.00003558967,0.002618516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009912527,"threshold_uncertainty_score":0.003316104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3117533984","doi":"10.1016/s0958-2118(20)30191-9","title":"ZeeLung technology shows its ability to quickly, easily and cost-effectively upgrade existing WWTPs","year":2020,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Upgrade; Engineering; Waste management; Energy consumption; Sewage treatment; Environmental economics; Environmental engineering; Environmental science; Operations management; Computer science; Economics; Electrical engineering; Operating system","authors":[{"name":"Simon Atkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03665392150942998,"gpt":0.2846223083847458,"spread":0.2479683868753159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009309603,0.0005236669,0.0005435562,0.001291618,0.0008901792,0.002091328,0.0006635626,0.001006993,0.006425304],"category_scores_gemma":[0.0008508331,0.0002965689,0.0006691075,0.001172279,0.001006062,0.00219345,0.001424377,0.001506973,0.003065152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019743,"about_ca_system_score_gemma":0.001517628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01141347,"about_ca_topic_score_gemma":0.0302889,"domain_scores_codex":[0.9991112,0.00004864757,0.00002310769,0.00008982258,0.0005914056,0.0001358276],"domain_scores_gemma":[0.9996535,0.00008823432,0.0000559645,0.0000373656,0.0001304219,0.00003458738],"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":[0.000330472,0.000159733,0.004114855,0.001176801,0.00006860391,0.0004118793,0.0003088812,0.003375258,0.7044521,0.01070834,0.008105695,0.2667874],"study_design_scores_gemma":[0.00007309818,0.0005706283,0.007193862,0.0001599952,0.0000720473,0.0009772849,0.0002983655,0.00584926,0.7662174,0.002312021,0.2161279,0.0001480839],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5131974,0.02357081,0.2784079,0.009944871,0.0008368173,0.0006999626,0.004198933,0.01145966,0.1576838],"genre_scores_gemma":[0.7483124,0.01648628,0.1395858,0.001017101,0.00007708316,0.0002479979,0.002456943,0.0007284546,0.09108783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01141347,"threshold_uncertainty_score":0.02269411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233760481","doi":"10.1016/s0958-2118(17)30171-4","title":"Synthetic membrane characterisation – a review: part II","year":2017,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Membrane; Nanotechnology; Membrane biophysics; Engineering; Feature (linguistics); Chemistry; Computer science; Materials science; Biochemical engineering; Membrane protein; Philosophy; Biochemistry","authors":[{"name":"K.C. Khulbe","is_ca":true},{"name":"Takeshi Matsuura","is_ca":true},{"name":"Chunhui Feng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01724721584521111,"gpt":0.2619458166910799,"spread":0.2446986008458688,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001569444,0.001611756,0.001996356,0.003052949,0.0004604764,0.001460701,0.001438627,0.001940329,0.002836439],"category_scores_gemma":[0.001947357,0.0008161402,0.0009203321,0.003434234,0.001142896,0.003436942,0.0009893676,0.00237661,0.003148392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033145,"about_ca_system_score_gemma":0.001151743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029833,"about_ca_topic_score_gemma":0.0009044886,"domain_scores_codex":[0.9989819,0.0001362656,0.0001828855,0.0001957931,0.0004225087,0.00008056662],"domain_scores_gemma":[0.998604,0.0006061516,0.0002509853,0.0000722482,0.0004115976,0.00005499488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000149726,0.0002830085,0.0002521462,0.06832068,0.0001540964,0.0005565442,0.0001505529,0.001421691,0.04079289,0.007215594,0.03264925,0.8480538],"study_design_scores_gemma":[0.00001679262,0.0002275226,0.000645661,0.003994836,0.00007778861,0.001874626,0.00009485982,0.0003242349,0.02007923,0.002116536,0.9704809,0.00006690256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005046503,0.9963702,0.001148195,0.0002493298,0.0004839697,0.00002041475,0.00003670803,0.00001455352,0.001171989],"genre_scores_gemma":[0.002034554,0.9947708,0.00124708,0.0003148245,0.0003555521,0.0000363979,0.0001156522,0.00001233975,0.00111275],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003052949,"threshold_uncertainty_score":0.009488821,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3144118335","doi":"10.1016/s0958-2118(01)80401-8","title":"Intake system for an internal combustion engine","year":2001,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Session (web analytics); Fuel cells; Proton exchange membrane fuel cell; Membrane; Engineering; Combustion; Chemist; Management; Chemistry; Library science; Operations research; Nanotechnology; Chemical engineering; Materials science; Computer science; Organic chemistry; Biochemistry","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.008528683314718446,"gpt":0.2060227214591858,"spread":0.1974940381444673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006372298,0.0008367822,0.001418136,0.001218983,0.002235247,0.001566555,0.002067719,0.001278491,0.08878988],"category_scores_gemma":[0.0007306716,0.0004039719,0.0006810095,0.0008282026,0.0003002512,0.001977324,0.002721679,0.0008724885,0.04328913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000849113,"about_ca_system_score_gemma":0.001058505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958593,"about_ca_topic_score_gemma":0.001901306,"domain_scores_codex":[0.9992839,0.00003965463,0.00004035049,0.0001851037,0.0003725391,0.00007853766],"domain_scores_gemma":[0.9997285,0.00002598211,0.00001123388,0.00006420388,0.0001306346,0.00003948382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004090034,0.001791198,0.01300969,0.002053995,0.000269478,0.001681259,0.001129515,0.005523261,0.3714452,0.02052223,0.1078739,0.4706102],"study_design_scores_gemma":[0.0003874823,0.00187498,0.01168288,0.0002054849,0.0002390474,0.001281335,0.0004054372,0.03508946,0.3281846,0.003816484,0.616622,0.0002107943],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.367771,0.003071459,0.2815268,0.002647794,0.003620337,0.004550838,0.01525667,0.05518698,0.2663681],"genre_scores_gemma":[0.5535368,0.001004272,0.05243794,0.001309383,0.0002372243,0.001403227,0.01242588,0.001542801,0.3761024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08878988,"threshold_uncertainty_score":0.2970318,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4252348969","doi":"10.1016/s0958-2118(11)70176-8","title":"Purifics' Photo-Cat cleans up contaminated groundwater","year":2011,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Environmental and Industrial Safety","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Groundwater; Contaminated groundwater; Contamination; Waste management; Environmental science; Groundwater contamination; Beryllium; Contaminated water; Environmental engineering; Engineering; Environmental chemistry; Aquifer; Chemistry; Environmental remediation; Biology; Ecology; Geotechnical engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02088503814047613,"gpt":0.1942663537526948,"spread":0.1733813156122187,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002555584,0.0002305296,0.0003083198,0.0007143717,0.0007051384,0.0005269834,0.0004576288,0.0003122634,0.008394568],"category_scores_gemma":[0.0003177013,0.0001410182,0.0002192402,0.0004793007,0.0001971258,0.000279022,0.0005018249,0.0004357554,0.001912339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006814246,"about_ca_system_score_gemma":0.001237901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01973866,"about_ca_topic_score_gemma":0.05572452,"domain_scores_codex":[0.9995592,0.0000241695,0.00001043641,0.00003844954,0.0003118617,0.00005580941],"domain_scores_gemma":[0.9998721,0.00001568515,0.00001087783,0.00001515157,0.0000677767,0.00001844219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002101076,0.000119327,0.003446676,0.0004459398,0.00002003709,0.0004096108,0.0001718768,0.00111178,0.7879877,0.001984007,0.02193192,0.1821611],"study_design_scores_gemma":[0.00004814345,0.0003565464,0.009462133,0.000038339,0.00003613489,0.0006034656,0.0002039507,0.003412375,0.8766025,0.000358952,0.1088474,0.00003006842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8011636,0.002827853,0.1010204,0.001673308,0.0002948157,0.001013721,0.004503077,0.006998375,0.08050492],"genre_scores_gemma":[0.8359204,0.002312707,0.07465608,0.0008121198,0.00003754641,0.0002002276,0.002947111,0.0003647396,0.08274899],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01973866,"threshold_uncertainty_score":0.03924757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079717443","doi":"10.1016/s0958-2118(05)70388-8","title":"Municipalities step up water treatment systems to improve public health","year":2005,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Parasitic Infections and Diagnostics","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cryptosporidium; Giardia; Public health; Water treatment; Surface water; Environmental science; Water contamination; Environmental health; Contamination; Environmental engineering; Environmental planning; Biology; Medicine; Veterinary medicine; Ecology; Nursing","authors":[{"name":"Simon Atkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02474857123881204,"gpt":0.2772287990196832,"spread":0.2524802277808712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009706398,0.0004486409,0.0002162626,0.0008255529,0.004047245,0.002100657,0.0007716406,0.001743904,0.008748766],"category_scores_gemma":[0.002595901,0.0002671023,0.000482975,0.001495879,0.0009498372,0.001350493,0.002383811,0.001218705,0.001838564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004883797,"about_ca_system_score_gemma":0.016297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1731194,"about_ca_topic_score_gemma":0.3680575,"domain_scores_codex":[0.9983873,0.0004209177,0.00006084532,0.00009958168,0.0005639852,0.0004673078],"domain_scores_gemma":[0.9984511,0.0001847989,0.0003185708,0.0001158913,0.0006298277,0.000299678],"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":[0.0003771514,0.001850893,0.05928501,0.00311109,0.0001389163,0.005864677,0.009070184,0.00460701,0.05088598,0.04404193,0.1897192,0.6310479],"study_design_scores_gemma":[0.0001296009,0.0008091684,0.04599149,0.0006114474,0.0001331834,0.0008384738,0.01316799,0.0008094636,0.02271293,0.005930179,0.9087693,0.00009671325],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4556051,0.03341442,0.03210973,0.1310409,0.002387675,0.002377377,0.002560013,0.003418246,0.3370865],"genre_scores_gemma":[0.8594556,0.02064999,0.03599737,0.01065876,0.0002967963,0.0003164051,0.001277986,0.0001332444,0.07121383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1731194,"threshold_uncertainty_score":0.3442235,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233449136","doi":"10.1016/s0958-2118(10)70084-7","title":"H2O Innovation develops new membrane cleaners","year":2010,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ultrafiltration (renal); Reverse osmosis; Microfiltration; Membrane; Business; Engineering; Unit (ring theory); Waste management; Manufacturing engineering; Chemistry; Chromatography; Mathematics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01240659663028117,"gpt":0.246137567095964,"spread":0.2337309704656828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002564776,0.0004985525,0.0002441141,0.0009130081,0.0009858636,0.00251944,0.0007999177,0.001883174,0.009980318],"category_scores_gemma":[0.001770211,0.0002923707,0.0006276012,0.0007556321,0.001200483,0.003385874,0.0009575534,0.001693977,0.003851027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004426589,"about_ca_system_score_gemma":0.00632485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01851327,"about_ca_topic_score_gemma":0.03062188,"domain_scores_codex":[0.9977421,0.0001324337,0.00004408913,0.0002662251,0.001470677,0.0003445163],"domain_scores_gemma":[0.9982193,0.0002423865,0.00009785328,0.0001134404,0.000809798,0.0005172945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002933303,0.0007706805,0.004692826,0.0006311768,0.00003964349,0.0004112868,0.0007542694,0.0009574979,0.05444068,0.107176,0.2513401,0.5784925],"study_design_scores_gemma":[0.00006444925,0.0001590688,0.001343625,0.00006596434,0.00001678286,0.00008666659,0.0002515801,0.0005724721,0.01809406,0.003460876,0.9758602,0.00002413196],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07789107,0.03764202,0.03073983,0.09779031,0.008399919,0.0006387138,0.0006758422,0.00212228,0.7441001],"genre_scores_gemma":[0.3048898,0.05048298,0.04929822,0.03690217,0.004125943,0.0002108766,0.001390143,0.0004355437,0.5522643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01851327,"threshold_uncertainty_score":0.03681099,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237582242","doi":"10.1016/s0958-2118(00)90320-3","title":"Waterlink reports third-quarter results","year":2000,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Engineering; Aeronautics; History; Archaeology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007759039043086091,"gpt":0.1870396268778913,"spread":0.1792805878348052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002421117,0.0007381964,0.0004351705,0.001765426,0.001160173,0.004204224,0.001232918,0.00194402,0.4296797],"category_scores_gemma":[0.00423875,0.0002799314,0.0008512955,0.002170702,0.0005386981,0.001374797,0.001805441,0.001168655,0.2881488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002001312,"about_ca_system_score_gemma":0.003741071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01930683,"about_ca_topic_score_gemma":0.01483881,"domain_scores_codex":[0.9963905,0.0002817499,0.0001707767,0.0002695796,0.002360909,0.0005265062],"domain_scores_gemma":[0.9959644,0.0002590988,0.000126165,0.0007748278,0.002416088,0.0004593663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003271643,0.000255459,0.002205903,0.00021037,0.00002143929,0.0001653336,0.00006683202,0.0001421094,0.001944402,0.001842133,0.9108706,0.08194842],"study_design_scores_gemma":[0.00003355171,0.00004953424,0.002529908,0.00003381471,0.00001143931,0.00003703968,0.00009847508,0.0001363108,0.003202114,0.0004373005,0.9934215,0.000008993195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01216365,0.001367745,0.00317316,0.01402827,0.007171855,0.000945958,0.04211485,0.00413666,0.914898],"genre_scores_gemma":[0.01635642,0.0008756817,0.0008553386,0.002561743,0.0003026442,0.0001803318,0.01564475,0.0006567785,0.9625664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4296797,"threshold_uncertainty_score":0.8134927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3039221684","doi":"10.1016/s0958-2118(20)30107-5","title":"Aquaporin's membranes play a vital role in effectively cleaning both produced and oil and gas flow-back water","year":2020,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Forward osmosis; Membrane; Aquaporin; Engineering; Water channel; Water flow; Reverse osmosis; Flow (mathematics); Petroleum engineering; Environmental engineering; Waste management; Process engineering; Environmental science; Chemistry; Mechanical engineering","authors":[{"name":"Simon Atkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007900727348837145,"gpt":0.2066318836641928,"spread":0.1987311563153557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005180167,0.0003876507,0.0003618492,0.0005584052,0.0008530258,0.0009355466,0.0003426233,0.001017046,0.001374561],"category_scores_gemma":[0.0002968546,0.0002912715,0.0003531793,0.0004896667,0.001145992,0.001791898,0.0007597129,0.0011122,0.001079677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007529189,"about_ca_system_score_gemma":0.0006754311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001669559,"about_ca_topic_score_gemma":0.001977509,"domain_scores_codex":[0.9995126,0.00004511871,0.00002254317,0.00006413799,0.0002807067,0.0000749406],"domain_scores_gemma":[0.9998235,0.0000630482,0.00003182598,0.000008025776,0.00005233783,0.00002124812],"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":[0.0000571923,0.00004884635,0.0005787567,0.0006656272,0.00002304726,0.0002009072,0.0001596748,0.0005745033,0.8915785,0.01289005,0.003017688,0.09020527],"study_design_scores_gemma":[0.000006888738,0.0001753113,0.001099921,0.00003854219,0.00001335027,0.0007674205,0.0002125401,0.0007138103,0.8590251,0.00229992,0.1356182,0.00002906605],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4842666,0.1447798,0.242008,0.0271559,0.001615988,0.0002247054,0.001176781,0.002957694,0.09581444],"genre_scores_gemma":[0.7656838,0.1011743,0.09398025,0.001559077,0.0003225358,0.00006147134,0.00035564,0.0001594857,0.0367034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001669559,"threshold_uncertainty_score":0.005462885,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4240839322","doi":"10.1016/s0958-2118(18)30160-5","title":"Saltworks demonstrates its ZLD technology to USBR","year":2018,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Water Resources and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering; Business; Environmental science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.006529937232616062,"gpt":0.2328535368378897,"spread":0.2263235996052737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001508411,0.0005239574,0.0002998819,0.001118706,0.002814865,0.003524152,0.001208564,0.001611297,0.05082077],"category_scores_gemma":[0.001525421,0.0004283577,0.0007582841,0.0009003261,0.001578144,0.002037228,0.00395201,0.001970919,0.0246468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004940786,"about_ca_system_score_gemma":0.007511321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.108026,"about_ca_topic_score_gemma":0.2100179,"domain_scores_codex":[0.9967757,0.0001595751,0.000064187,0.000217852,0.00254359,0.0002392068],"domain_scores_gemma":[0.9989415,0.00009639175,0.00003042354,0.0001554992,0.0006164387,0.0001597958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005376289,0.0004070997,0.006950804,0.0005300581,0.00002743567,0.00162593,0.002058771,0.001464043,0.1966827,0.04917805,0.3589836,0.3815538],"study_design_scores_gemma":[0.00005538311,0.0001177629,0.001802606,0.00005586791,0.0000109677,0.0003422563,0.0003470897,0.0009897953,0.07480593,0.00111701,0.920324,0.00003136396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04071375,0.001502316,0.02701818,0.01601177,0.000859639,0.0003565785,0.00174379,0.008419134,0.9033749],"genre_scores_gemma":[0.1820226,0.002177135,0.04259876,0.002764301,0.0001437461,0.0001344117,0.001660531,0.002103876,0.7663947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.108026,"threshold_uncertainty_score":0.2147945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237130406","doi":"10.1016/s0958-2118(10)70003-3","title":"GLV completes acquisition of CWT","year":2010,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007945554343401507,"gpt":0.2557614104993867,"spread":0.2478158561559852,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00852437,0.0004863539,0.0008755403,0.00164588,0.0129263,0.005917688,0.004010929,0.02694477,0.0475511],"category_scores_gemma":[0.03695021,0.0005740036,0.0007986858,0.001317977,0.004966383,0.002773788,0.004202761,0.01790709,0.01341176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03138256,"about_ca_system_score_gemma":0.1070868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6552179,"about_ca_topic_score_gemma":0.7898993,"domain_scores_codex":[0.9832504,0.001223209,0.0005425136,0.00101096,0.0107129,0.003260111],"domain_scores_gemma":[0.9797238,0.005156834,0.0004478652,0.001295251,0.01102823,0.002347963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000194514,0.00001457693,0.0001478838,0.00003416692,0.000003616324,0.0004168851,0.0005246541,0.00002960321,0.0001680389,0.04438773,0.944946,0.0093072],"study_design_scores_gemma":[0.000008246084,0.000007699444,0.0003423946,0.00005743569,0.000002906884,0.00006621206,0.000326422,0.00003500134,0.000112598,0.001031792,0.9979996,0.000009703353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003766496,0.00311691,0.0005408555,0.4280248,0.0106963,0.0002280758,0.0009324604,0.0002625058,0.5524316],"genre_scores_gemma":[0.04487003,0.001907152,0.0008798258,0.2313493,0.003482548,0.0001626748,0.0007017891,0.0001967737,0.71645],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6552179,"threshold_uncertainty_score":0.6936252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243877209","doi":"10.1016/s0958-2118(07)70012-5","title":"Acquisition strengthens GL&amp;V Water Treatment Group","year":2007,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Wastewater; Engineering; Sewage treatment; Business; Group (periodic table); Water treatment; Waste management; Operations management; Chemistry","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01385018722107178,"gpt":0.2533507892886132,"spread":0.2395006020675414,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002210982,0.0007202287,0.0005107226,0.001466035,0.003707545,0.002928056,0.001580196,0.002996816,0.3195661],"category_scores_gemma":[0.004685606,0.0005364527,0.0004725393,0.0005687591,0.0006936643,0.001720063,0.002273148,0.002763511,0.1033283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003873978,"about_ca_system_score_gemma":0.02324118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02446702,"about_ca_topic_score_gemma":0.04336927,"domain_scores_codex":[0.9960145,0.0002283616,0.00008870079,0.0004795035,0.002399861,0.0007891312],"domain_scores_gemma":[0.990104,0.0003031102,0.0003704509,0.0006388428,0.004940664,0.003642746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005303252,0.000491484,0.00320809,0.0001344502,0.00001111339,0.0006002645,0.0001753417,0.000101871,0.01035932,0.006603678,0.8267453,0.1510388],"study_design_scores_gemma":[0.00008353784,0.0002701796,0.00401012,0.00003217646,0.000005593276,0.0003596348,0.0001291918,0.0002327157,0.00301965,0.0003932889,0.9914511,0.00001287052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02782373,0.0009034258,0.003526738,0.0404193,0.00472771,0.00203897,0.005725435,0.003084327,0.9117503],"genre_scores_gemma":[0.02903976,0.00016944,0.00104624,0.002667206,0.0005134388,0.0001571533,0.001993036,0.0001896368,0.9642241],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3195661,"threshold_uncertainty_score":0.9705563,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250024597","doi":"10.1016/s0958-2118(19)30142-9","title":"De.mem sees continued growth in contract revenues","year":2019,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Revenue; Quarter (Canadian coin); Business; Finance; Management; Engineering; Operations management; Agricultural economics; Economics; History; Archaeology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01052925331589599,"gpt":0.226142138145026,"spread":0.21561288482913,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002498351,0.0003710758,0.000265806,0.0007260093,0.00204533,0.004981866,0.0004953272,0.00376281,0.08387288],"category_scores_gemma":[0.006853706,0.0003253955,0.0003587202,0.0009710671,0.0006808943,0.002878153,0.001606095,0.002472856,0.02846997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003077253,"about_ca_system_score_gemma":0.004617874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01738185,"about_ca_topic_score_gemma":0.03434287,"domain_scores_codex":[0.9978203,0.0002218258,0.00006782811,0.0001549746,0.001406859,0.0003283404],"domain_scores_gemma":[0.9958555,0.0004851007,0.0003161277,0.0002586113,0.001992336,0.001092324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001247915,0.00003678081,0.002038359,0.0001091807,0.000007873103,0.0003052045,0.0002795673,0.00006836948,0.001542509,0.03138826,0.9131381,0.05096094],"study_design_scores_gemma":[0.00000604056,0.00002215848,0.002355081,0.00002725584,0.000001955044,0.0001361692,0.0001418387,0.0001064882,0.0004346154,0.0006681539,0.9960917,0.00000876417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02390161,0.006521221,0.001625186,0.2487305,0.00931605,0.00009283853,0.004520035,0.001415181,0.7038773],"genre_scores_gemma":[0.03643012,0.001809641,0.0006723885,0.01045958,0.0005587022,0.00002764544,0.0008183596,0.0002367109,0.9489867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08387288,"threshold_uncertainty_score":0.2805827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243665720","doi":"10.1016/s0958-2118(03)10016-x","title":"Cuno reports record Q3 results","year":2003,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Art; Filtration (mathematics); Engineering; Art history; Forensic engineering; History; Archaeology; Mathematics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.006207430588787028,"gpt":0.2015439124244029,"spread":0.1953364818356159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005266777,0.0008617772,0.0007795878,0.004917711,0.003224899,0.009268175,0.001929285,0.002394637,0.539314],"category_scores_gemma":[0.01851007,0.0005540003,0.001071667,0.005216039,0.0005002235,0.001918931,0.001818091,0.001850964,0.4511519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004367903,"about_ca_system_score_gemma":0.01039792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06584891,"about_ca_topic_score_gemma":0.08914005,"domain_scores_codex":[0.9905703,0.0003728862,0.0003697047,0.0005145525,0.007377446,0.0007950923],"domain_scores_gemma":[0.9720544,0.001445732,0.0007221797,0.002309466,0.02204106,0.001427166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005085154,0.00002574392,0.0003297841,0.0000648209,0.000003072146,0.00002437035,0.00001917674,0.00001259873,0.0001204855,0.0004001908,0.985312,0.01363683],"study_design_scores_gemma":[0.00001720323,0.0000186902,0.0009344054,0.00004315528,0.000005623436,0.00002220098,0.00003585876,0.0000251267,0.0003147337,0.0001240234,0.9984506,0.000008263606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001410125,0.001434136,0.0008914149,0.01047343,0.005537197,0.0006274786,0.1002795,0.003390143,0.8759565],"genre_scores_gemma":[0.00485863,0.001204408,0.0009249329,0.003081202,0.0006530552,0.0002761802,0.0737584,0.001718144,0.913525],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.539314,"threshold_uncertainty_score":0.6571127,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3159488164","doi":"10.1016/s0958-2118(21)00058-6","title":"SUEZ's MABR technology helps UK facility meet strict ammonia targets within an existing plant footprint","year":2021,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Upgrade; Footprint; Engineering; Waste management; Carbon footprint; Wastewater; Environmental engineering; Computer science; Greenhouse gas; Geography; Operating system","authors":[{"name":"Simon Atkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01982717093858375,"gpt":0.2305883426143399,"spread":0.2107611716757561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001922462,0.0006078302,0.0004426799,0.0007828123,0.002267786,0.002497332,0.0008933605,0.002973941,0.01476583],"category_scores_gemma":[0.003206478,0.0003357423,0.0007252897,0.0005183729,0.0009543293,0.003531338,0.001840713,0.002219075,0.006006086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003805808,"about_ca_system_score_gemma":0.004713935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03088736,"about_ca_topic_score_gemma":0.09176721,"domain_scores_codex":[0.9971946,0.0002545775,0.00010406,0.000191762,0.001685884,0.0005690425],"domain_scores_gemma":[0.9980589,0.0002723646,0.000159232,0.0001948726,0.000999425,0.0003152481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003981713,0.0002526236,0.0049001,0.0009844117,0.00006037422,0.001623109,0.001826908,0.002024535,0.3563397,0.01577927,0.238649,0.3771618],"study_design_scores_gemma":[0.00005403708,0.0008260762,0.006300815,0.0001719999,0.00004069359,0.001329431,0.001700742,0.001675599,0.09411967,0.001379013,0.8922731,0.0001289294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3017856,0.01618108,0.1221036,0.1850757,0.0120189,0.0008324527,0.001496639,0.01462879,0.3458773],"genre_scores_gemma":[0.5257303,0.01158066,0.0990569,0.01683352,0.0009324534,0.0002174636,0.00121595,0.001470706,0.342962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03088736,"threshold_uncertainty_score":0.06141514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4213100713","doi":"10.1016/s0958-2118(05)70386-4","title":"Pall's first-quarter sales rise 11%","year":2005,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Business; Operations management; Engineering; Advertising; History; Archaeology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01115402025170915,"gpt":0.2088406096033817,"spread":0.1976865893516725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005350049,0.0005925196,0.0003204009,0.001449987,0.001194299,0.00402088,0.0006965903,0.001431459,0.07600879],"category_scores_gemma":[0.002002671,0.000302728,0.000503097,0.001054514,0.0003454799,0.001155772,0.001225499,0.00195858,0.0565455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002195008,"about_ca_system_score_gemma":0.001760899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02685461,"about_ca_topic_score_gemma":0.0308451,"domain_scores_codex":[0.9989957,0.00004292932,0.00003317257,0.0001311932,0.0006078606,0.0001890815],"domain_scores_gemma":[0.998717,0.00008751764,0.00007692479,0.00007703293,0.0007464669,0.0002951057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001857292,0.0001354194,0.006222211,0.0001202733,0.00001362546,0.0002106955,0.0001448002,0.0001461392,0.002614169,0.002392779,0.8785879,0.1092262],"study_design_scores_gemma":[0.0000136382,0.00008432848,0.01830151,0.00002911694,0.000007600913,0.0002056438,0.0001796282,0.0003637358,0.002677047,0.0001503947,0.9779749,0.00001235969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08775471,0.003153526,0.002288718,0.02021975,0.008823013,0.0001569813,0.02744984,0.01294812,0.8372053],"genre_scores_gemma":[0.1315882,0.001398191,0.001255355,0.005230909,0.0008220476,0.00004586824,0.01962293,0.0005060479,0.8395305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07600879,"threshold_uncertainty_score":0.2542748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206401408","doi":"10.1016/s0958-2118(07)70213-6","title":"Eco-Tec awarded water treatment system contract by PPGA","year":2007,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"TEC; Agency (philosophy); Center (category theory); Power (physics); Unit (ring theory); Engineering; Environmental science; Aeronautics; Waste management; Business; Operations management; Sociology; Geology; Chemistry; Physics; Psychology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.005128497832289332,"gpt":0.1962078864897394,"spread":0.1910793886574501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002811138,0.000484749,0.0005987963,0.001203261,0.003504889,0.00231374,0.00135311,0.002408601,0.07585911],"category_scores_gemma":[0.00521296,0.0004586783,0.0004826463,0.001602588,0.000682114,0.000925361,0.001375044,0.002644726,0.01518262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01159896,"about_ca_system_score_gemma":0.06246493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6300391,"about_ca_topic_score_gemma":0.7207558,"domain_scores_codex":[0.9958432,0.0002549949,0.00009664107,0.0002513865,0.002827824,0.0007258882],"domain_scores_gemma":[0.9918966,0.0002954801,0.0001193055,0.0004394876,0.00613169,0.001117379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001041221,0.0002985387,0.004086743,0.0001760176,0.00004574635,0.0003502198,0.0002357918,0.001122765,0.01354663,0.0372369,0.8771259,0.06473345],"study_design_scores_gemma":[0.0001007579,0.000114906,0.003899238,0.00002676679,0.00001163891,0.00008167822,0.0001751951,0.0009802425,0.002794863,0.0007622198,0.9910363,0.00001619783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02526155,0.001732339,0.005868051,0.03276248,0.006196884,0.001562661,0.03010717,0.001103481,0.8954053],"genre_scores_gemma":[0.06308132,0.0006555778,0.003002079,0.002837357,0.0001930458,0.0002548813,0.009786675,0.0003376332,0.9198515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6300391,"threshold_uncertainty_score":0.7442794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3157663344","doi":"10.1016/s0958-2118(21)00057-4","title":"Capturing synergies and strengthening strategic geographies through cross-business collaboration","year":2021,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Management; Knowledge management; Engineering; Process management; Engineering management; Computer science; Economics","authors":[{"name":"Simon Atkinson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01721985225856331,"gpt":0.2433224481586361,"spread":0.2261025959000728,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005803784,0.0006610939,0.0004155843,0.01073621,0.002432727,0.008226358,0.0008801395,0.001372782,0.007238101],"category_scores_gemma":[0.01330127,0.0003807679,0.0003776788,0.0136138,0.00248807,0.01511976,0.01055858,0.001421038,0.001103238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003451017,"about_ca_system_score_gemma":0.0043517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01552377,"about_ca_topic_score_gemma":0.03009265,"domain_scores_codex":[0.9962249,0.002018272,0.000169964,0.0003368829,0.000760148,0.0004899004],"domain_scores_gemma":[0.987047,0.007377148,0.001723741,0.001481004,0.001609519,0.0007616021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001916356,0.0003204181,0.1048768,0.0009877813,0.0003464444,0.001140614,0.05233574,0.01448267,0.005037504,0.2984034,0.02333743,0.4985397],"study_design_scores_gemma":[0.00006283211,0.000358666,0.1480396,0.00124773,0.0002470959,0.0005103362,0.2317792,0.02518151,0.004648183,0.3326561,0.2550033,0.0002653527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5440449,0.003881342,0.1438268,0.01695996,0.0002971565,0.0005635755,0.002215654,0.0009971459,0.2872134],"genre_scores_gemma":[0.9571048,0.00170726,0.03516394,0.0003230622,0.00005008548,0.0001999703,0.0006914278,0.00006040783,0.004699038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01552377,"threshold_uncertainty_score":0.0308668,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4255200421","doi":"10.1016/s0958-2118(05)70454-7","title":"H2O Innovation to acquire Biosor Technologies","year":2005,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Manufacturing engineering; Engineering; Nanotechnology; Engineering management; Materials science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01147955509347804,"gpt":0.2431783153802627,"spread":0.2316987602867846,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00514646,0.0006838976,0.0002988726,0.001206112,0.002463802,0.003337737,0.0008307782,0.002547969,0.02142544],"category_scores_gemma":[0.003247854,0.0003961524,0.0005862787,0.0006933262,0.001093848,0.002043755,0.003018352,0.003299106,0.008705284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006997699,"about_ca_system_score_gemma":0.0380703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04192408,"about_ca_topic_score_gemma":0.07528898,"domain_scores_codex":[0.995233,0.0002487763,0.0001029023,0.0003256589,0.002716483,0.001373163],"domain_scores_gemma":[0.9950281,0.0002685046,0.000260815,0.0003798591,0.00182087,0.002241792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001328226,0.001990223,0.01470148,0.000581614,0.00006495223,0.001502103,0.001227366,0.0008378029,0.1146247,0.2105025,0.2498188,0.4028203],"study_design_scores_gemma":[0.0001572296,0.000453405,0.005348999,0.00006963201,0.00001260407,0.0002442139,0.0002540612,0.0005486295,0.03415257,0.002484921,0.9562396,0.00003415793],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09973364,0.004849405,0.02479214,0.03327771,0.004427402,0.002371464,0.002132439,0.001484676,0.8269312],"genre_scores_gemma":[0.2154067,0.003152847,0.02264,0.01069077,0.0009302883,0.0003965506,0.002848214,0.0002165095,0.7437181],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04192408,"threshold_uncertainty_score":0.08336014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379197011","doi":"10.12968/s0958-2118(23)70032-3","title":"Hydrocarbon-based PEM and polymer exceed industry durability targets","year":2023,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Durability; Hydrocarbon; Waste management; Environmental science; Polymer; Chemical engineering; Engineering; Forensic engineering; Process engineering; Chemistry; Materials science; Composite material; Organic chemistry","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.005725779829313808,"gpt":0.1940357884555374,"spread":0.1883100086262236,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001668136,0.0003602643,0.0005749406,0.0006792736,0.000887462,0.001404959,0.0008648555,0.002042259,0.00512768],"category_scores_gemma":[0.005465271,0.0002514367,0.0004123509,0.0006850723,0.0003357911,0.002488929,0.0009017573,0.001453173,0.002364143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008061865,"about_ca_system_score_gemma":0.00118679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003120812,"about_ca_topic_score_gemma":0.006545963,"domain_scores_codex":[0.9941382,0.0003082824,0.0002525041,0.0002200193,0.004623429,0.0004575181],"domain_scores_gemma":[0.9950069,0.001091016,0.0005168074,0.0003821649,0.002648528,0.0003546008],"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":[0.0008395512,0.0003248378,0.006775055,0.0005316742,0.00005585077,0.0006368169,0.0003556867,0.002378463,0.9329523,0.003026031,0.003805141,0.04831855],"study_design_scores_gemma":[0.00002254401,0.001193326,0.004910998,0.00002600403,0.00002501202,0.0005524788,0.0002592347,0.002460257,0.9710017,0.0003808999,0.01914692,0.00002062761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9145854,0.004724619,0.01958296,0.001788892,0.0002316187,0.0001951279,0.001236202,0.00162113,0.05603417],"genre_scores_gemma":[0.9797931,0.001038378,0.004441935,0.0002742569,0.0000272789,0.00005185984,0.000991167,0.0001560192,0.01322604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00512768,"threshold_uncertainty_score":0.01715374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249356626","doi":"10.1016/s0958-2118(05)70491-2","title":"Zenon filters water for New York State","year":2005,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"State (computer science); Engineering; Environmental science; Computer science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02217857713309453,"gpt":0.2653852681600445,"spread":0.2432066910269499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004048918,0.0006407694,0.0003304412,0.001405054,0.003769243,0.002115262,0.0006572793,0.001062522,0.2877537],"category_scores_gemma":[0.0006820104,0.0005138032,0.0003776109,0.001016241,0.0005691433,0.001366444,0.0011632,0.001534173,0.06191535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003556975,"about_ca_system_score_gemma":0.01335576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2543346,"about_ca_topic_score_gemma":0.5859852,"domain_scores_codex":[0.9991661,0.00002652839,0.00002026617,0.0001538406,0.0005531625,0.00008018293],"domain_scores_gemma":[0.9994289,0.00003327439,0.0000264418,0.00004592146,0.0003885975,0.0000767488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001403299,0.0001658445,0.003053137,0.0002731472,0.00001535456,0.0001669411,0.0002037725,0.0002437255,0.02680962,0.01740883,0.6937131,0.2578062],"study_design_scores_gemma":[0.00001532212,0.00002921135,0.002475055,0.00004061223,0.00001004288,0.00008211394,0.00009375024,0.000348817,0.00458739,0.000566771,0.9917386,0.00001229255],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0157149,0.004926214,0.01019275,0.007559651,0.001781999,0.0006459985,0.01198179,0.003749341,0.9434473],"genre_scores_gemma":[0.01465532,0.00144544,0.005388841,0.0005453036,0.00007836904,0.00009866665,0.004185632,0.0003594471,0.973243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2877537,"threshold_uncertainty_score":0.9626321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232308828","doi":"10.1016/s0958-2118(07)70065-4","title":"Pall reports strong first-quarter sales","year":2007,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Business; Aeronautics; Engineering; Advertising; Forensic engineering; Operations management; History; Archaeology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007155940977334269,"gpt":0.2442656439867424,"spread":0.2371097030094081,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00222788,0.0006917327,0.0004662526,0.003628754,0.001486052,0.004414613,0.0005522917,0.001191077,0.07671534],"category_scores_gemma":[0.00533837,0.0003159404,0.0003981947,0.002198073,0.000374474,0.001170637,0.0008764155,0.001610342,0.04555893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135056,"about_ca_system_score_gemma":0.00199071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01405229,"about_ca_topic_score_gemma":0.02404614,"domain_scores_codex":[0.99654,0.0001365926,0.0001230652,0.0001938954,0.002620601,0.0003857973],"domain_scores_gemma":[0.9899504,0.001109074,0.0009232144,0.0004021524,0.006308523,0.001306623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002253332,0.0002168515,0.01191842,0.0001911741,0.00003453451,0.0004060335,0.0001023505,0.00005452501,0.002558449,0.001235834,0.9249076,0.05814888],"study_design_scores_gemma":[0.00004589038,0.0004572204,0.08407216,0.0001013931,0.00004823243,0.000617884,0.0004600981,0.0004506074,0.01000299,0.0003208341,0.9033653,0.0000575882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0645776,0.005888623,0.001068426,0.02050855,0.005774457,0.0004095301,0.04169103,0.006369306,0.8537124],"genre_scores_gemma":[0.1751246,0.003469566,0.001216416,0.005020559,0.001539893,0.0000736238,0.03504547,0.0006782817,0.7778316],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07671534,"threshold_uncertainty_score":0.2566384,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4254243793","doi":"10.1016/s0958-2118(17)30221-5","title":"Suez finalises its acquisition of GE Water &amp; Process Technologies","year":2017,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Process (computing); Water industry; Engineering; Telecommunications; Management; Computer science; Economics; Environmental engineering; Water supply; Operating system","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01286281742701937,"gpt":0.2440081593433666,"spread":0.2311453419163473,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004373319,0.001385983,0.0009470684,0.00273855,0.004707655,0.004844329,0.001489426,0.004030835,0.1103545],"category_scores_gemma":[0.007844577,0.0006425685,0.001166554,0.001204389,0.001824231,0.002209485,0.001511476,0.00307608,0.03190363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01514308,"about_ca_system_score_gemma":0.02609644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3607463,"about_ca_topic_score_gemma":0.5142311,"domain_scores_codex":[0.9954243,0.0001894865,0.0000742369,0.0003179221,0.003301728,0.0006922369],"domain_scores_gemma":[0.9909243,0.0005496601,0.0002154196,0.0004532437,0.006516758,0.001340661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007325466,0.0002070096,0.004234592,0.0002959108,0.00006340503,0.001514251,0.0005643143,0.0006690638,0.01339135,0.04247423,0.7599642,0.1758891],"study_design_scores_gemma":[0.00002165011,0.00007576592,0.001402221,0.00003373362,0.000008262728,0.000185814,0.0001424516,0.0002274791,0.002521629,0.0003708783,0.9949969,0.00001318249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03448538,0.01127387,0.01263823,0.07521378,0.0105547,0.0008849426,0.007148188,0.0080128,0.8397881],"genre_scores_gemma":[0.06429959,0.001605038,0.003490158,0.003034349,0.0003935624,0.00007473536,0.002472491,0.0006000106,0.92403],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3607463,"threshold_uncertainty_score":0.717293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230192439","doi":"10.1016/s0958-2118(06)70595-x","title":"Germany's patent authority sides with KMS vs. Zenon","year":2006,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Intellectual Property and Patents","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Lawsuit; German; Intellectual property; Business; Patent office; Management; Engineering; Political science; Law; Economics; Philosophy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05407024213976369,"gpt":0.196791567104469,"spread":0.1427213249647053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005396471,0.0004172658,0.0004995163,0.002159302,0.006331009,0.01161704,0.001136358,0.01139226,0.008619549],"category_scores_gemma":[0.008805077,0.0003289588,0.000977851,0.001786986,0.007457159,0.005460354,0.003028808,0.006030886,0.001163883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01249864,"about_ca_system_score_gemma":0.01057217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1132141,"about_ca_topic_score_gemma":0.117591,"domain_scores_codex":[0.9931574,0.0005239681,0.0003786785,0.001079989,0.002543185,0.002316802],"domain_scores_gemma":[0.9960296,0.002138207,0.0003678681,0.000363152,0.0007979174,0.0003032536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008844876,0.00001235368,0.001313811,0.00004224879,0.00002137684,0.0003605077,0.001081696,0.0001358695,0.0008438693,0.9597911,0.02201748,0.01429114],"study_design_scores_gemma":[0.0001289382,0.0001715578,0.0183247,0.0004428741,0.0003228243,0.0007737404,0.003951056,0.001290461,0.009350063,0.1521208,0.8129161,0.000206863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1676668,0.007091362,0.002703576,0.1762179,0.001753287,0.00004242165,0.000375152,0.0003145607,0.6438349],"genre_scores_gemma":[0.9127616,0.001089814,0.0006063743,0.01918897,0.0003544788,0.00001564547,0.00006217017,0.00005774177,0.0658632],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1132141,"threshold_uncertainty_score":0.2251103,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232188682","doi":"10.1016/s0958-2118(14)70034-5","title":"H2O Innovation completes acquisition of Piedmont Pacific","year":2014,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering; Filtration (mathematics); Management; Business; Economics; Mathematics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01147806391310376,"gpt":0.2292499107567756,"spread":0.2177718468436719,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007363626,0.001323182,0.0009015469,0.003809608,0.005568628,0.004696361,0.002281402,0.002015795,0.04214469],"category_scores_gemma":[0.007997291,0.000988749,0.0009710818,0.002233345,0.002204371,0.001952053,0.003073372,0.004180054,0.01493302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01685614,"about_ca_system_score_gemma":0.1126915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4845228,"about_ca_topic_score_gemma":0.6153936,"domain_scores_codex":[0.9894072,0.0002050291,0.0001714628,0.000712651,0.007911739,0.001591918],"domain_scores_gemma":[0.9760838,0.0003758468,0.000423839,0.0009929294,0.01639192,0.005731523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007095498,0.0004853577,0.006282927,0.0003655542,0.00005968829,0.0008972532,0.0004713445,0.000531199,0.02415794,0.02955255,0.5883223,0.3481643],"study_design_scores_gemma":[0.00004511998,0.0001463685,0.00490177,0.00005326771,0.00001249568,0.0002008193,0.0001120809,0.0002922167,0.007959055,0.0002704786,0.9859859,0.00002043463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04398188,0.006653386,0.01903172,0.02847927,0.006731605,0.003288817,0.0128351,0.004670239,0.8743281],"genre_scores_gemma":[0.06584093,0.003631142,0.02073234,0.005908559,0.0007294034,0.000370568,0.01034393,0.0008284479,0.8916148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4845228,"threshold_uncertainty_score":0.9634053,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249479504","doi":"10.1016/s0958-2118(11)70075-1","title":"H2O Innovation and 3M Purification help Project HOPE in Haiti","year":2011,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Business; Engineering; Management; Political science; Economics; Psychology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01838760219283372,"gpt":0.2109604283943035,"spread":0.1925728262014698,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002139314,0.000216959,0.0001101,0.0003320992,0.004924608,0.001663736,0.0003890177,0.00132126,0.005653214],"category_scores_gemma":[0.001041855,0.0001699583,0.0001989491,0.0003320175,0.001920922,0.001491949,0.001937188,0.001493366,0.000507414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003436162,"about_ca_system_score_gemma":0.01195048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06372536,"about_ca_topic_score_gemma":0.2121551,"domain_scores_codex":[0.999382,0.0001391426,0.00001174087,0.0000415281,0.0001362219,0.0002893195],"domain_scores_gemma":[0.9992726,0.0001196586,0.00004575823,0.00002216056,0.0001005907,0.0004392132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001178566,0.003735902,0.1104852,0.001417359,0.00005998779,0.008457161,0.1866251,0.001183245,0.03032419,0.1631389,0.1319381,0.3614563],"study_design_scores_gemma":[0.00008089407,0.001420674,0.07198261,0.0003321705,0.00002756796,0.001301225,0.108435,0.0004164384,0.009008991,0.003813264,0.8031197,0.00006152753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8129897,0.001995384,0.001556103,0.06494007,0.0003073872,0.0003283113,0.0002599297,0.00008437419,0.1175387],"genre_scores_gemma":[0.8520188,0.002849627,0.003710258,0.005083579,0.00006487641,0.000140033,0.0002012821,0.00003903155,0.1358925],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06372536,"threshold_uncertainty_score":0.1267089,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210932451","doi":"10.1016/s0958-2118(09)70116-8","title":"Hyflux's profit before tax rises by 23%","year":2009,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Revenue; Profit (economics); Tax revenue; Quarter (Canadian coin); Not for profit; Business; Finance; Economics; Engineering; Accounting; Public economics; Microeconomics; Geography","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.008155491501166325,"gpt":0.2761024294248611,"spread":0.2679469379236947,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00107262,0.0005308269,0.0002739945,0.0006967504,0.0008371478,0.001844483,0.0003640673,0.001456307,0.01595911],"category_scores_gemma":[0.001812328,0.0001852134,0.0006115635,0.000872166,0.0004042755,0.0008395311,0.001221965,0.001744937,0.01110822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002103579,"about_ca_system_score_gemma":0.002674426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03262397,"about_ca_topic_score_gemma":0.0373918,"domain_scores_codex":[0.9989396,0.00008537776,0.00004529771,0.00004913574,0.0006281582,0.0002524762],"domain_scores_gemma":[0.9987448,0.0001125314,0.0001231644,0.00008011451,0.0006897025,0.0002497068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005309972,0.0001880741,0.02316981,0.0001953053,0.00009226741,0.0008179895,0.0003037005,0.0005339045,0.006302618,0.01102953,0.8276424,0.1291933],"study_design_scores_gemma":[0.00003445334,0.0001632631,0.06623682,0.00004651877,0.00002505692,0.0004943958,0.0003949038,0.0008026232,0.005387425,0.0004166884,0.9259678,0.00003007504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3338877,0.004998714,0.003006425,0.05739981,0.007753125,0.0002628675,0.03552376,0.003691748,0.5534759],"genre_scores_gemma":[0.4296989,0.003748161,0.002102161,0.007206352,0.000581643,0.0000781218,0.02304237,0.0002710937,0.5332712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03262397,"threshold_uncertainty_score":0.06486815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250768949","doi":"10.1016/s0958-2118(17)30045-9","title":"Compact filter housing enables cartridges to be replaced easily","year":2017,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cartridge; Filter (signal processing); Engineering; Mechanical engineering; Electrical engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03998601954479627,"gpt":0.2358416401059434,"spread":0.1958556205611471,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007634192,0.001003957,0.000786834,0.001068797,0.001088226,0.001363881,0.001269408,0.001479376,0.04022293],"category_scores_gemma":[0.00183554,0.0008033079,0.0007935181,0.0005317456,0.0006214467,0.002384101,0.0009977012,0.0009262481,0.02473092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006436832,"about_ca_system_score_gemma":0.001113601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00626361,"about_ca_topic_score_gemma":0.0108373,"domain_scores_codex":[0.9988561,0.00005730293,0.00005132332,0.0002318667,0.0006465497,0.0001569007],"domain_scores_gemma":[0.9984007,0.0002686894,0.0001984076,0.0004227972,0.0005738687,0.000135451],"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":[0.0003201416,0.0001955542,0.002234925,0.0003230548,0.00003196981,0.0006349192,0.0002170483,0.0003730259,0.8504196,0.001932438,0.02241148,0.1209058],"study_design_scores_gemma":[0.000149373,0.0009629635,0.02106027,0.0001015597,0.00006989458,0.002273446,0.0003415217,0.002713479,0.6117182,0.0007450148,0.3597622,0.0001021952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4823293,0.00522217,0.3269781,0.003357321,0.003923988,0.00198322,0.007409103,0.0437836,0.1250133],"genre_scores_gemma":[0.4948218,0.00207402,0.1912987,0.002222111,0.0006368564,0.0006421169,0.006084107,0.004247453,0.2979728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04022293,"threshold_uncertainty_score":0.134559,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246302139","doi":"10.1016/s0958-2118(08)70145-9","title":"H2O Innovation records strong sales growth","year":2008,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Margin (machine learning); Business; Gross margin; Operating margin; Agricultural economics; Commerce; Economics; Finance; Geography; Computer science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01955704269997511,"gpt":0.2114416961708431,"spread":0.191884653470868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005863525,0.0003445507,0.000278959,0.003923342,0.001105162,0.002221507,0.0003272306,0.0004770661,0.005862975],"category_scores_gemma":[0.002483852,0.0001400872,0.0002173124,0.00572433,0.0004055357,0.0008047912,0.0007631843,0.0007745867,0.002818024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004684436,"about_ca_system_score_gemma":0.007392202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5981068,"about_ca_topic_score_gemma":0.7365398,"domain_scores_codex":[0.9987293,0.00001177638,0.00003088753,0.00007987775,0.0009055052,0.0002426746],"domain_scores_gemma":[0.9927201,0.0002960799,0.00154268,0.0001848771,0.004559021,0.0006972834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004410853,0.0001314167,0.2832739,0.0004552871,0.00009094437,0.000441682,0.0006042149,0.0006335957,0.004004486,0.004071607,0.5381641,0.1676876],"study_design_scores_gemma":[0.00001007282,0.00006537974,0.6531308,0.0000641103,0.00001984698,0.0001411249,0.0006746436,0.0003889536,0.003263826,0.0001441647,0.3420548,0.00004224254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4227825,0.005297333,0.0008597017,0.00569079,0.001157883,0.0001484334,0.1840355,0.00187382,0.378154],"genre_scores_gemma":[0.765285,0.004277938,0.001056565,0.001541703,0.0007268476,0.00004477485,0.136791,0.0001981141,0.09007809],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5981068,"threshold_uncertainty_score":0.8085201,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2029981959","doi":"10.1016/s0958-2118(08)70126-5","title":"Workshop report: Vancouver to Northeast USA Fuel Cell and Hydrogen Cluster Connection","year":2008,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Fuel Cells and Related Materials","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":"Automotive Fuel Cell Cooperation (Canada); BC Innovation Council; National Research Council Canada","funders":"","keywords":"Fuel cells; Connection (principal bundle); Event (particle physics); Library science; Engineering; Cluster (spacecraft); Political science; Telecommunications; Aeronautics; Computer science; Mechanical engineering; Physics; Chemical engineering","authors":[{"name":"Xiao Zi Yuan","is_ca":true},{"name":"Haijiang Wang","is_ca":true},{"name":"Yoga Yogendran","is_ca":true},{"name":"Dmitri Bessarabov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006482164448571009,"gpt":0.1868377788109528,"spread":0.1803556143623818,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00154851,0.0007827418,0.0003558611,0.0006509173,0.002671355,0.003063168,0.0009710889,0.002827414,0.05758326],"category_scores_gemma":[0.0009608297,0.0002901,0.0004504255,0.0006725425,0.0002233295,0.000606388,0.001500396,0.001647328,0.01951822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003852202,"about_ca_system_score_gemma":0.01110346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.108637,"about_ca_topic_score_gemma":0.2534184,"domain_scores_codex":[0.9992587,0.00004244387,0.00002072913,0.00008977803,0.0003790489,0.0002092848],"domain_scores_gemma":[0.9986054,0.00003817027,0.0000233592,0.00001614385,0.0007958307,0.000521083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002106218,0.00009067278,0.0006141412,0.0002441162,0.00001235336,0.0007385075,0.0001919484,0.0001760148,0.002769432,0.000753702,0.9623402,0.03185842],"study_design_scores_gemma":[0.00001886315,0.00006494898,0.001748899,0.00007227791,0.000007554911,0.00009129755,0.0002537725,0.00006002499,0.0009288025,0.0001840831,0.9965587,0.00001077997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04660428,0.04772994,0.005767805,0.116677,0.1653034,0.00302142,0.01324962,0.000884411,0.6007621],"genre_scores_gemma":[0.03655014,0.01307735,0.001465589,0.007818217,0.004599325,0.0004167543,0.006421888,0.0001820894,0.9294686],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.108637,"threshold_uncertainty_score":0.2160093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4241648864","doi":"10.1016/s0958-2118(13)70142-3","title":"Improved performance for GLV Group","year":2013,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Profitability index; Corporation; Quarter (Canadian coin); Group (periodic table); Business; Engineering; Operations management; Forensic engineering; Finance; History; Chemistry; Archaeology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01113603568302287,"gpt":0.196310084605429,"spread":0.1851740489224061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004325602,0.0006101618,0.0003882261,0.001400764,0.001687225,0.005016878,0.001116752,0.001880153,0.07944146],"category_scores_gemma":[0.006910373,0.0001425492,0.000442579,0.00145647,0.0007426041,0.002384843,0.003269935,0.001672104,0.02953845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002985654,"about_ca_system_score_gemma":0.004986893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008329077,"about_ca_topic_score_gemma":0.009451617,"domain_scores_codex":[0.9950488,0.0006931296,0.0001078379,0.0006033833,0.002023219,0.001523603],"domain_scores_gemma":[0.9931595,0.0004739191,0.0004289174,0.0008412407,0.002538012,0.002558299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008869154,0.0004660325,0.02310632,0.0001331999,0.00002733744,0.0003721538,0.0009445614,0.0004942997,0.004713938,0.01026887,0.5496152,0.4089712],"study_design_scores_gemma":[0.0003041901,0.002743857,0.1003412,0.0002012874,0.00004078153,0.0008833068,0.002250684,0.001903399,0.006721081,0.005580505,0.8789303,0.00009934843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.267408,0.005197846,0.005022503,0.09190653,0.005128591,0.0002102777,0.005076664,0.009537764,0.6105118],"genre_scores_gemma":[0.6395122,0.00136994,0.004154651,0.007154683,0.00174581,0.00009445014,0.005960252,0.001106391,0.3389016],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07944146,"threshold_uncertainty_score":0.2657582,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4229943369","doi":"10.1016/s0958-2118(13)70177-0","title":"ILSEPT 2014 conference organiser issues call for papers","year":2013,"lang":"en","type":"paratext","venue":"Membrane Technology","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Event (particle physics); Engineering; Library science; Ionic liquid; Political science; Aeronautics; Management; Operations research; Computer science; Chemistry; Physics; Economics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01113771084973358,"gpt":0.2567547365359089,"spread":0.2456170256861753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009133483,0.002195941,0.002330012,0.004295952,0.003835148,0.01974266,0.002699082,0.008317426,0.5405025],"category_scores_gemma":[0.01624612,0.0008089056,0.002216071,0.004558318,0.001071396,0.006864581,0.005193144,0.007376816,0.4927764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0050239,"about_ca_system_score_gemma":0.008964965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002407153,"about_ca_topic_score_gemma":0.005100043,"domain_scores_codex":[0.9947218,0.0004529999,0.0002650649,0.0004080829,0.0034191,0.0007329314],"domain_scores_gemma":[0.9806919,0.00164811,0.0008830061,0.0006025659,0.009176742,0.006997642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003291605,0.00003487866,0.00002144648,0.0001275239,0.000002588702,0.00002161334,0.00001008127,0.00003240209,0.0001092439,0.0003491435,0.9890694,0.01018869],"study_design_scores_gemma":[0.00002158571,0.00002864162,0.0001757518,0.0001299164,0.000003825469,0.00001103118,0.00004556644,0.00005240535,0.000111822,0.0004682845,0.9989409,0.00001033457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001187842,0.01208976,0.004899098,0.08249784,0.520293,0.001891808,0.007696951,0.003601146,0.3658426],"genre_scores_gemma":[0.001772093,0.00423651,0.00127074,0.008274769,0.03752277,0.0008982777,0.003925576,0.001584288,0.9405149],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4594975,"threshold_uncertainty_score":0.6554173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246399131","doi":"10.1016/s0958-2118(13)70192-7","title":"BluMetric signs agreement to represent LG Electronics' water and wastewater treatment membranes in Canada","year":2013,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Multinational corporation; Wastewater; Electronics; Sewage treatment; Engineering; Membrane; Water treatment; Environmental engineering; Environmental science; Electrical engineering; Law; Political science; Chemistry","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007688880359678374,"gpt":0.2035267944110981,"spread":0.1958379140514197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002785778,0.0006286959,0.0005121346,0.0008823209,0.01163183,0.006527557,0.001735004,0.006639839,0.07966468],"category_scores_gemma":[0.003952838,0.0004866382,0.0004886264,0.001044203,0.001899362,0.001535605,0.001738226,0.005277994,0.0194744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0312541,"about_ca_system_score_gemma":0.09272672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8326083,"about_ca_topic_score_gemma":0.9298767,"domain_scores_codex":[0.9935763,0.000274914,0.0001061941,0.0003959531,0.004078626,0.001568008],"domain_scores_gemma":[0.9942266,0.0003166402,0.0001499405,0.0001794066,0.003920147,0.001207268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001769963,0.0001625828,0.002236346,0.00007466133,0.00001640264,0.0007488903,0.0006741954,0.0003820971,0.007425566,0.09480707,0.8620687,0.03122657],"study_design_scores_gemma":[0.00001888418,0.00003159746,0.001631106,0.00003939536,0.000007384895,0.00007870981,0.0003999128,0.0003937157,0.00202295,0.0007906789,0.9945585,0.00002714256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008798311,0.0007704573,0.002518889,0.04835371,0.002000249,0.0004169921,0.0008909556,0.0003276418,0.9359228],"genre_scores_gemma":[0.02103657,0.0002538541,0.00103497,0.007009779,0.00006521608,0.00003274589,0.000216513,0.0000556418,0.9702947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1673917,"threshold_uncertainty_score":0.3367549,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233934867","doi":"10.1016/s0958-2118(17)30023-x","title":"Collaboration helps advance development of membrane-based Protein A purification platform","year":2017,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Membrane; Natrix; Engineering; Membrane protein; Chemistry; Nanotechnology; Materials science; Biology; Biochemistry; Ecology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03053466381523253,"gpt":0.3293154883970312,"spread":0.2987808245817987,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0427125,0.001310373,0.0008390549,0.001553263,0.003008817,0.00496411,0.002875078,0.003946895,0.0250558],"category_scores_gemma":[0.02147662,0.0005835543,0.001150199,0.001230188,0.001048504,0.004149088,0.008215562,0.004943872,0.01728842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003380167,"about_ca_system_score_gemma":0.03969123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009057121,"about_ca_topic_score_gemma":0.01386569,"domain_scores_codex":[0.9759489,0.00711974,0.001155493,0.002532572,0.008886326,0.004356882],"domain_scores_gemma":[0.9082543,0.004696595,0.003235473,0.00695348,0.03482114,0.04203892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000660832,0.002133169,0.01595294,0.0005396371,0.0001680764,0.001648992,0.002644309,0.001526748,0.07502167,0.05220944,0.4890198,0.3584744],"study_design_scores_gemma":[0.0002371873,0.0007314827,0.003806998,0.0002490295,0.0000534767,0.001106326,0.001121741,0.002165729,0.0319727,0.008190992,0.9502937,0.0000707108],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07374226,0.0089524,0.4321255,0.2189965,0.01513582,0.003627998,0.003450475,0.008322187,0.2356469],"genre_scores_gemma":[0.2305651,0.006502501,0.5330958,0.02915507,0.003393468,0.001400469,0.01003134,0.00215645,0.1836999],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0427125,"threshold_uncertainty_score":0.225888,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246846406","doi":"10.1016/s0958-2118(07)70207-0","title":"H2O Innovation awarded contract and aids Algeria","year":2007,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Potable water; Desalination; Business; Engineering; Management; Operations management; Environmental engineering; Economics; Biology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0194470629196412,"gpt":0.2582365281895773,"spread":0.2387894652699361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005746859,0.0003999979,0.0003171391,0.001388921,0.002525464,0.003704571,0.0009294823,0.00254802,0.02267494],"category_scores_gemma":[0.006185898,0.0002688435,0.0003298802,0.001210247,0.001813782,0.001288081,0.003988471,0.00138691,0.002781371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00895237,"about_ca_system_score_gemma":0.02759616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1161654,"about_ca_topic_score_gemma":0.1012842,"domain_scores_codex":[0.9944911,0.0006489999,0.000166225,0.0003081313,0.002567363,0.00181813],"domain_scores_gemma":[0.9947454,0.0004538209,0.0005024665,0.0005753952,0.001821728,0.001901265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009384794,0.0004476905,0.03068284,0.0004977483,0.00008453514,0.001669209,0.002196728,0.0009364646,0.007493083,0.2593008,0.3710373,0.3247152],"study_design_scores_gemma":[0.00005129354,0.00005630894,0.01165912,0.00004313513,0.000007647574,0.0002317563,0.000386095,0.0002014329,0.001015625,0.001095632,0.9852331,0.00001878296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.134047,0.005336727,0.002245124,0.06572445,0.002385468,0.0005143484,0.002800642,0.0005639135,0.7863823],"genre_scores_gemma":[0.32273,0.002355869,0.003436565,0.008767557,0.0004724405,0.0001527418,0.001339756,0.00009878376,0.6606463],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1161654,"threshold_uncertainty_score":0.2309785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4256505987","doi":"10.1016/s0958-2118(09)70025-4","title":"Petro-Canada uses Siemens' water treatment system in CBM project","year":2009,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Siemens; Engineering; Aeronautics; Environmental science; Manufacturing engineering; Operations management; Electrical engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.00484902116988452,"gpt":0.1818985372104937,"spread":0.1770495160406092,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000469682,0.0004418432,0.0001988767,0.0009324023,0.003238634,0.0009920786,0.000414385,0.0004207661,0.02030919],"category_scores_gemma":[0.0006292117,0.000299915,0.0002295584,0.001717475,0.0006595015,0.0005454484,0.0006514917,0.0005092206,0.002952734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009875407,"about_ca_system_score_gemma":0.03123863,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8109906,"about_ca_topic_score_gemma":0.8930516,"domain_scores_codex":[0.9992676,0.0000330952,0.00001142096,0.00005871825,0.0004993941,0.0001297315],"domain_scores_gemma":[0.999359,0.00003384976,0.00002010279,0.0000294036,0.0004487066,0.0001090194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009497405,0.0005141099,0.053096,0.0006260116,0.00006598308,0.001572374,0.002054961,0.006234812,0.08635199,0.04362416,0.322867,0.4820429],"study_design_scores_gemma":[0.0001184912,0.0002090461,0.03693264,0.00008349195,0.00003484594,0.0005531884,0.001452936,0.00478586,0.07471085,0.001249747,0.8798198,0.00004914693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3821253,0.001574229,0.01018465,0.007461451,0.0001974918,0.0006059037,0.008806037,0.004581152,0.5844637],"genre_scores_gemma":[0.5302039,0.001577356,0.0134613,0.0004465558,0.00001407868,0.00007748869,0.004923856,0.0004500552,0.4488454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1890094,"threshold_uncertainty_score":0.3802449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4238793889","doi":"10.1016/s0958-2118(08)70157-5","title":"System from Basin Water targets organic contaminants in groundwater","year":2008,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Groundwater; Structural basin; Environmental science; Contamination; Groundwater contamination; Contaminated groundwater; Water resource management; Environmental engineering; Waste management; Geology; Engineering; Aquifer; Environmental remediation; Geotechnical engineering; Ecology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.00644736288325375,"gpt":0.1745960624668016,"spread":0.1681486995835478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004139863,0.0003041084,0.0004459095,0.0008159867,0.001358756,0.001138698,0.000533932,0.0009095299,0.01694248],"category_scores_gemma":[0.0006462384,0.0002746214,0.0003229561,0.0006188903,0.0003219334,0.0006730013,0.001683499,0.0008163502,0.005991091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111781,"about_ca_system_score_gemma":0.002906421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.016778,"about_ca_topic_score_gemma":0.03047639,"domain_scores_codex":[0.9994335,0.00006638672,0.00002046342,0.00009931529,0.0002936125,0.00008676406],"domain_scores_gemma":[0.9997298,0.00002444771,0.00001674835,0.00002812315,0.0001396663,0.00006117254],"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":[0.0008383473,0.0004867325,0.009714558,0.0005090226,0.00007051047,0.0006537002,0.0005546114,0.001008717,0.7100057,0.01046161,0.0671206,0.1985759],"study_design_scores_gemma":[0.0002947207,0.0009953263,0.008989332,0.00007884747,0.000138965,0.0006411639,0.0003640363,0.005975978,0.3618542,0.001810308,0.6187925,0.00006462577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6410118,0.003124101,0.05561331,0.007563364,0.0009750692,0.002779722,0.009542311,0.01216417,0.2672262],"genre_scores_gemma":[0.6756705,0.002010198,0.03219123,0.003203103,0.000193724,0.0009187238,0.007690861,0.0006985716,0.2774232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01694248,"threshold_uncertainty_score":0.05667824,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4247293409","doi":"10.1016/s0958-2118(11)70192-6","title":"Omya represents PWT's RO products in the EMEA market place","year":2011,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Unit (ring theory); Reverse osmosis; Engineering; Commerce; Waste management; Finance; Industrial organization; Membrane; Chemistry; Mathematics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02604837525810092,"gpt":0.2279940350957202,"spread":0.2019456598376193,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001088398,0.0006988515,0.0005809275,0.001304534,0.002491906,0.004058208,0.0006376773,0.001601393,0.2044127],"category_scores_gemma":[0.001488022,0.000386607,0.0004407812,0.001092725,0.0007883587,0.002583709,0.001183621,0.001331209,0.05842868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003577255,"about_ca_system_score_gemma":0.004781896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02342489,"about_ca_topic_score_gemma":0.06288478,"domain_scores_codex":[0.998693,0.00004203642,0.00002027362,0.000191145,0.0008036812,0.0002498782],"domain_scores_gemma":[0.9987258,0.00008745592,0.00007188599,0.00008430928,0.0005558041,0.0004746779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006349907,0.0003495402,0.004514981,0.0003070055,0.000019976,0.0009623759,0.0005144548,0.000285476,0.03373953,0.02707888,0.4618417,0.4697512],"study_design_scores_gemma":[0.00001456456,0.0001075488,0.003833581,0.00003922303,0.000006417331,0.0006517929,0.00018218,0.0002989301,0.004744195,0.0003149569,0.9897913,0.00001541844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02550403,0.003374694,0.00434499,0.007102211,0.00208252,0.0002203439,0.001347846,0.001926368,0.954097],"genre_scores_gemma":[0.04417771,0.001190857,0.001945116,0.0004517602,0.0001655627,0.0000200729,0.0007074419,0.000315257,0.9510263],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2044127,"threshold_uncertainty_score":0.6838285,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246222940","doi":"10.1016/s0958-2118(04)00094-1","title":"More plants use Zenon's technology","year":2004,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering; Environmental science; Aeronautics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.009260594604513433,"gpt":0.2278953813062805,"spread":0.2186347867017671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008313396,0.0009522752,0.0006577834,0.00161851,0.002611295,0.003647477,0.0009800727,0.001676381,0.310723],"category_scores_gemma":[0.0007351965,0.0006222024,0.001211998,0.002270066,0.001231307,0.004541824,0.002598056,0.002364117,0.1038562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002186683,"about_ca_system_score_gemma":0.00259042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0167192,"about_ca_topic_score_gemma":0.051217,"domain_scores_codex":[0.9980997,0.00009469962,0.00005081276,0.0003160594,0.001161153,0.0002776073],"domain_scores_gemma":[0.9992124,0.00009711314,0.00005396286,0.0001857846,0.0002725494,0.0001782226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003551474,0.0003851568,0.001910715,0.0006791319,0.00004815243,0.0002360338,0.0007795102,0.0004791681,0.04547293,0.03062225,0.4438923,0.4751395],"study_design_scores_gemma":[0.00002912969,0.00006140049,0.001449912,0.00003272807,0.00001547348,0.0002271705,0.0001835298,0.0001359315,0.005243598,0.001349839,0.9912351,0.00003623441],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01504179,0.007262341,0.02064911,0.006248438,0.001610079,0.000176951,0.001368428,0.01138198,0.9362609],"genre_scores_gemma":[0.03666947,0.00392209,0.0110686,0.002706933,0.0002430088,0.00004662308,0.001612045,0.001148794,0.9425824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.310723,"threshold_uncertainty_score":0.9831699,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4212939722","doi":"10.1016/s0958-2118(03)07014-9","title":"H2O Innovation awarded Lac-Bouchette contract","year":2003,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Potable water; Filtration (mathematics); Business; Management; Engineering; Environmental engineering; Economics; Mathematics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02503406129015983,"gpt":0.327195324143031,"spread":0.3021612628528712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004302661,0.0007099197,0.0006874998,0.001999211,0.005696074,0.00681316,0.001098449,0.00756781,0.07208305],"category_scores_gemma":[0.006300318,0.0005790537,0.0007353713,0.001262684,0.001318943,0.001327128,0.00347849,0.004894775,0.01595979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01836026,"about_ca_system_score_gemma":0.04254868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3601996,"about_ca_topic_score_gemma":0.3665401,"domain_scores_codex":[0.9914104,0.0003874315,0.0001390586,0.000555981,0.005253287,0.002253687],"domain_scores_gemma":[0.995269,0.0004081666,0.00010521,0.0002143081,0.002509643,0.001493632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001434605,0.0005408732,0.003620665,0.0002466675,0.00005692634,0.002016007,0.0005946599,0.0005288516,0.008329594,0.09371539,0.8219376,0.06697823],"study_design_scores_gemma":[0.0001029744,0.0001281193,0.003316093,0.00002616513,0.000008091817,0.0001370108,0.0001247474,0.0002338877,0.001680445,0.0005532579,0.9936591,0.00003019958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02392193,0.00264244,0.001654074,0.0188318,0.003897839,0.0007533956,0.003017746,0.0006942498,0.9445865],"genre_scores_gemma":[0.04572638,0.0005211884,0.0007820982,0.003134798,0.0003425402,0.0001568427,0.001362861,0.000113844,0.9478595],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9279169,"threshold_uncertainty_score":0.716206,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230153591","doi":"10.1016/s0958-2118(08)70121-6","title":"H2O Innovation secures contracts worth C$2.6 million","year":2008,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Management; Engineering; Finance; Economics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02007357446574213,"gpt":0.2595992682064539,"spread":0.2395256937407118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006630483,0.0006668373,0.0006334489,0.001112679,0.006489326,0.005666852,0.002249963,0.04798656,0.0187187],"category_scores_gemma":[0.02312401,0.0008227665,0.0009297773,0.0009366589,0.00460239,0.004059025,0.003098571,0.01489661,0.005355373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007359825,"about_ca_system_score_gemma":0.01125404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08376346,"about_ca_topic_score_gemma":0.1228651,"domain_scores_codex":[0.9941215,0.0009741121,0.0002776317,0.0003487413,0.003044269,0.001233693],"domain_scores_gemma":[0.9921054,0.005503848,0.0003573737,0.0002554643,0.001341759,0.0004361963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008796146,0.00003650005,0.000217812,0.00008725746,0.00001368441,0.0004098982,0.000369085,0.0001408724,0.0007125626,0.1140129,0.8736173,0.01029419],"study_design_scores_gemma":[0.00005769515,0.0000237733,0.0004928045,0.0001488153,0.00001097722,0.00005418449,0.0003717256,0.0001217876,0.0002960313,0.00558311,0.9928053,0.00003370422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004195841,0.004936392,0.0007210519,0.6568022,0.009682898,0.0001485168,0.0004599111,0.0001316272,0.3229215],"genre_scores_gemma":[0.04343267,0.003844046,0.0009180869,0.7100109,0.00648715,0.0002086947,0.0002095829,0.00008673662,0.2348021],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9162365,"threshold_uncertainty_score":0.1665518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4229770395","doi":"10.1016/s0958-2118(16)30205-1","title":"H2O Innovation leases Clearlogx process to US golf course","year":2016,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Environmental and Sediment Control","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Course (navigation); Scale (ratio); Engineering; Process (computing); Business; Operations management; Management; Engineering management; Economics; Computer science; Geography; Cartography; Aerospace engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.005035716106255842,"gpt":0.2220383459948135,"spread":0.2170026298885576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001916434,0.0004813401,0.0002369367,0.0008743235,0.003419196,0.002350155,0.000818045,0.001518414,0.06967546],"category_scores_gemma":[0.002363009,0.0004009916,0.0004385678,0.0003318536,0.0009341607,0.0009646487,0.001705513,0.002427131,0.01366402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005082617,"about_ca_system_score_gemma":0.0144266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.118418,"about_ca_topic_score_gemma":0.1837972,"domain_scores_codex":[0.9984227,0.00005592584,0.00002780415,0.000132428,0.001064535,0.000296592],"domain_scores_gemma":[0.9975799,0.0001864723,0.0001014532,0.0002135833,0.0009839084,0.0009347045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00168549,0.002073906,0.009495416,0.000196003,0.00002768838,0.0008431121,0.0007709098,0.00131698,0.08163035,0.02048938,0.5487453,0.3327255],"study_design_scores_gemma":[0.0002578978,0.001154678,0.01882863,0.00004606771,0.00001185775,0.0002241044,0.0004114943,0.002463766,0.031686,0.0009159484,0.9439466,0.00005297413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2733897,0.001151686,0.02939638,0.02354798,0.004457366,0.004594951,0.005748145,0.006859078,0.6508547],"genre_scores_gemma":[0.1685811,0.000346576,0.008853104,0.001919522,0.0002018128,0.000247484,0.00202673,0.0003047954,0.8175187],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.118418,"threshold_uncertainty_score":0.2354575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250418825","doi":"10.1016/s0958-2118(09)70247-2","title":"H2O Innovation reports strong sales growth","year":2009,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Diverse Perspectives in Modern Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Marketing; Advertising; Industrial organization; Commerce","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02762273924949613,"gpt":0.2399598287043054,"spread":0.2123370894548093,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006987206,0.0003333579,0.0002097555,0.003574235,0.0007480789,0.002038759,0.0003105196,0.0005203486,0.006375796],"category_scores_gemma":[0.00271363,0.0001140781,0.0002361935,0.005015319,0.0004114884,0.0007923631,0.00051814,0.0006686176,0.002059693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002771436,"about_ca_system_score_gemma":0.002704335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3418927,"about_ca_topic_score_gemma":0.4622452,"domain_scores_codex":[0.998841,0.00001944654,0.00002915521,0.00006930999,0.000826841,0.0002143239],"domain_scores_gemma":[0.9944916,0.0005666646,0.001407676,0.000126568,0.002924166,0.0004833071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003844881,0.0001979728,0.3139549,0.0006171024,0.0001569963,0.0008779672,0.0009613408,0.0008162701,0.008508763,0.005905475,0.4828245,0.1847941],"study_design_scores_gemma":[0.00001726103,0.0001099454,0.6870829,0.00006558566,0.00004801215,0.0002529147,0.001299923,0.0007947639,0.007232569,0.000408796,0.3026318,0.00005546883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4769864,0.00829547,0.001088474,0.01048717,0.001351581,0.0001389784,0.06799949,0.001170791,0.4324816],"genre_scores_gemma":[0.8606424,0.006297633,0.0007352206,0.001516559,0.001061213,0.00003023312,0.04516637,0.0001203607,0.08442989],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3418927,"threshold_uncertainty_score":0.6798053,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4235025618","doi":"10.1016/s0958-2118(02)09012-2","title":"USFilter wins Canadian contract","year":2002,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Engineering","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01165216516682225,"gpt":0.2133322108491272,"spread":0.2016800456823049,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005233616,0.001007987,0.00128606,0.004571605,0.01482168,0.01302462,0.002511885,0.01424021,0.2607483],"category_scores_gemma":[0.01850737,0.001039275,0.001260967,0.002444413,0.00229497,0.002974081,0.00330095,0.007715434,0.09620831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04869181,"about_ca_system_score_gemma":0.1163133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8105527,"about_ca_topic_score_gemma":0.8928821,"domain_scores_codex":[0.9839931,0.0004032293,0.0002636211,0.001152035,0.01125316,0.002934923],"domain_scores_gemma":[0.9757161,0.001386444,0.0002661679,0.001252437,0.01644605,0.004932809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008209171,0.00003681989,0.0004570532,0.00002369035,0.000007812249,0.00008683986,0.00009211766,0.0000458408,0.0003793849,0.04088195,0.9424133,0.01549318],"study_design_scores_gemma":[0.00001185977,0.000006957644,0.0007663525,0.00001321207,0.000004602385,0.00004172922,0.0001048854,0.0001450815,0.0003027884,0.001223037,0.9973683,0.00001110705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002812929,0.001818852,0.001554674,0.09426476,0.01033853,0.0002515052,0.003831807,0.001756785,0.8833701],"genre_scores_gemma":[0.0049507,0.0002140224,0.0005124877,0.005135552,0.0002784919,0.00001714958,0.0005119369,0.0001878745,0.9881918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8105527,"threshold_uncertainty_score":0.8722898,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}