{"meta":{"query_hash":"9e5350e22b67","filters":{"venue":"Journal of membrane science and research"},"cohort_total":15,"direct_labels_cover":0,"predictions_cover":15,"exported":15,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/9e5350e22b67","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+membrane+science+and+research"},"results":[{"id":"W1811646227","doi":"10.22079/jmsr.2015.13530","title":"Recent Progress in Zeolite/Zeotype Membranes","year":2015,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":84,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Membrane; Pervaporation; Zeolite; Gas separation; Materials science; Chemical engineering; Nanotechnology; Chemistry; Organic chemistry; Permeation; Catalysis; Engineering","score_opus":0.10604558525848308,"score_gpt":0.3888386375551863,"score_spread":0.2827930522967032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1811646227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97258914,0.009443248,2.526022e-7,0.0032023832,0.00008920116,0.00004025434,0.0000012269669,0.0000044906774,0.014629826],"genre_scores_gemma":[0.99466354,0.0043254653,0.00013528981,0.000027675025,0.0001942315,0.0000027134356,4.135716e-7,0.000007960244,0.000642738],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9962253,0.00009182014,0.00042678913,0.00023468694,0.002514068,0.00050733564],"domain_scores_gemma":[0.99682426,0.00018948028,0.00012761867,0.00025062996,0.0021289345,0.00047906704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012687029,0.0000928393,0.00026958287,0.00069409685,0.00015157992,0.0001995692,0.00069736736,0.00007326761,0.00017502095],"category_scores_gemma":[0.0020673254,0.00006194237,0.000043726835,0.001591212,0.0012292397,0.00048927753,0.00016550982,0.0005212407,0.000014537518],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008755029,0.0007966821,0.047888942,0.0005410747,0.00005787262,0.0007372145,0.0066597965,0.000049707356,0.3250883,0.00074082654,0.0020857574,0.61447835],"study_design_scores_gemma":[0.002352377,0.00029927527,0.004787289,0.00053964905,0.00002488719,0.00066276954,0.009262053,0.001304406,0.729202,0.0011771234,0.25002128,0.00036693603],"about_ca_topic_score_codex":0.000015062893,"about_ca_topic_score_gemma":0.0000071947416,"teacher_disagreement_score":0.6141114,"about_ca_system_score_codex":0.00017426693,"about_ca_system_score_gemma":0.0011511744,"threshold_uncertainty_score":0.4529185},"labels":[],"label_agreement":null},{"id":"W2553868946","doi":"10.22079/jmsr.2016.22147","title":"Recent Progresses in Preparation and Characterization of RO Membranes","year":2017,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Fourier transform infrared spectroscopy; Chemical engineering; Thin-film composite membrane; Materials science; Cellulose acetate; Reverse osmosis; Graphene; Bacterial cellulose; Cellulose triacetate; Nanotechnology; Chemistry; Cellulose","score_opus":0.05778843600301206,"score_gpt":0.38554749294746327,"score_spread":0.3277590569444512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2553868946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956078,0.00015069527,0.00000379689,0.0024608644,0.00006435687,0.00019746542,7.184354e-7,0.000003731865,0.0015105595],"genre_scores_gemma":[0.9930656,0.006574268,0.00022233672,0.000009491146,0.000018903578,0.0000035461503,2.4251477e-7,0.0000030273598,0.00010259532],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99798244,0.00007992855,0.00033131207,0.00019204953,0.0011953841,0.00021887897],"domain_scores_gemma":[0.99902093,0.000066180946,0.00033934248,0.00025148696,0.00024121247,0.00008086207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0054915454,0.00006379383,0.00016275323,0.00032983467,0.00042258124,0.00019447415,0.0005538615,0.0000533963,0.00008183988],"category_scores_gemma":[0.0016378417,0.00004612645,0.000011915528,0.00046691613,0.0024840028,0.0015865036,0.00031079078,0.00020611478,0.0000034601171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007552135,0.000048574264,0.015988506,0.00003749366,0.0000017062779,0.0000062911054,0.00052167615,0.000018854307,0.9292376,0.00007447988,0.000017128703,0.053972136],"study_design_scores_gemma":[0.00037633194,0.0002998049,0.2870185,0.000079420366,0.0000026945177,0.000046161105,0.00025825773,0.0007915779,0.70843947,0.00035237236,0.002270282,0.00006512126],"about_ca_topic_score_codex":0.000033900356,"about_ca_topic_score_gemma":0.00003378458,"teacher_disagreement_score":0.27103,"about_ca_system_score_codex":0.000058886595,"about_ca_system_score_gemma":0.0001180657,"threshold_uncertainty_score":0.9152412},"labels":[],"label_agreement":null},{"id":"W2584418237","doi":"10.22079/jmsr.2016.22839","title":"A Review of Membrane Technology for Integrated Forest Biorefinery","year":2017,"lang":"en","type":"review","venue":"Journal of membrane science and research","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Biorefinery; Biofuel; Bioenergy; Biochemical engineering; Business; Environmental science; Waste management; Engineering","score_opus":0.15620553098222342,"score_gpt":0.4293603315981083,"score_spread":0.27315480061588493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2584418237","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003046412,0.9977963,0.000011249692,0.00069954665,0.00054639165,0.000570456,0.000013933556,0.000013292515,0.00031838645],"genre_scores_gemma":[0.000051515348,0.999198,0.00033399294,0.000013094374,0.00017951753,0.000012340663,0.000003007637,0.000017711676,0.00019080625],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99774885,0.00006849854,0.0007580712,0.00023909878,0.0008056714,0.0003798072],"domain_scores_gemma":[0.99721247,0.00012424907,0.00039458385,0.00041329616,0.0017038787,0.00015154333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008901301,0.00019025673,0.0012086361,0.0019879297,0.00024262136,0.000068094254,0.0011466155,0.00026675157,0.000023216831],"category_scores_gemma":[0.0018064871,0.00011147958,0.00023512477,0.0015776297,0.0015095621,0.00025852505,0.0001372474,0.0009802085,0.000005304465],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008060536,0.00001946466,4.5232795e-7,0.22064683,0.00004068406,0.00000633363,0.0000065662366,5.231012e-7,0.0012906329,0.000036771013,0.003919532,0.7740241],"study_design_scores_gemma":[0.00015696324,0.00017611346,2.787368e-7,0.080214016,0.000083255945,0.00030642757,0.000027015592,0.00004011514,0.0015302117,0.000026497775,0.91733223,0.00010686481],"about_ca_topic_score_codex":0.0000039205283,"about_ca_topic_score_gemma":9.307043e-7,"teacher_disagreement_score":0.9134127,"about_ca_system_score_codex":0.00010922685,"about_ca_system_score_gemma":0.0010864023,"threshold_uncertainty_score":0.55620444},"labels":[],"label_agreement":null},{"id":"W2734202823","doi":"10.22079/jmsr.2017.26148","title":"Special Issue: State of the Art Reviews in Membrane Science and Research","year":2017,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"State (computer science); Psychology; Engineering ethics; Chemistry; Political science; Engineering; Computer science","score_opus":0.06719892954090623,"score_gpt":0.42117482118773036,"score_spread":0.35397589164682414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2734202823","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894336,0.00044948232,3.0913688e-7,0.002732389,0.00055155717,0.00033323417,0.0000031535633,5.194397e-7,0.006495749],"genre_scores_gemma":[0.98938495,0.0067163906,0.000101284146,0.00005395113,0.0016675387,0.0000034986474,1.9581412e-7,0.0000073763777,0.0020648362],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.995382,0.00029917547,0.00045229628,0.0003951641,0.002836621,0.0006347407],"domain_scores_gemma":[0.9962568,0.000060915205,0.00025572718,0.00071645377,0.002453857,0.0002562223],"candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.031385265,0.00011130981,0.00028672421,0.000556901,0.0013302866,0.0003300875,0.0019512193,0.00006859247,0.000029636973],"category_scores_gemma":[0.006054387,0.00006367822,0.00005394285,0.0010458207,0.009423686,0.0001044493,0.0010246843,0.000727431,0.0000039232586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009980156,0.00003760294,0.0012130034,0.0000663723,0.0000026950638,0.0000098264845,0.00026219583,0.0000013087076,0.96886414,0.00002696134,0.0023948955,0.027021198],"study_design_scores_gemma":[0.0005284452,0.00031689677,0.02453008,0.00015976671,0.0000047298918,0.00010714134,0.00017386513,0.000007229595,0.8462359,0.00006202545,0.12779678,0.00007714816],"about_ca_topic_score_codex":0.000047594815,"about_ca_topic_score_gemma":0.000090268535,"teacher_disagreement_score":0.12540188,"about_ca_system_score_codex":0.000050668034,"about_ca_system_score_gemma":0.0019047207,"threshold_uncertainty_score":0.99996984},"labels":[],"label_agreement":null},{"id":"W2735824225","doi":"10.22079/jmsr.2017.63433.1136","title":"Impact of Measuring Devices and Data Analysis on the Determination of Gas Membrane Properties","year":2018,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Extrapolation; Lag; Chemistry; Solubility; Permeation; Membrane; Membrane permeability; Accuracy and precision; Noise (video); Time lag; Analytical Chemistry (journal); Biological system; Statistics; Mechanics; Mathematics; Chromatography; Computer science; Physics","score_opus":0.17308838553878145,"score_gpt":0.40487326980900923,"score_spread":0.23178488427022778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2735824225","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99793845,0.00010594001,0.000035241545,0.0007780737,0.000019060175,0.00012141881,0.0000027463109,0.000003128599,0.0009959097],"genre_scores_gemma":[0.9992095,0.00032848673,0.00039124902,0.000009478624,0.00002016431,8.689445e-7,1.7501797e-7,0.0000029561793,0.000037070677],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99707997,0.00017170112,0.00035830244,0.0002398317,0.0019194217,0.0002307688],"domain_scores_gemma":[0.9984645,0.0002669961,0.00028634293,0.00050373486,0.00039898913,0.00007942671],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01100161,0.00007801479,0.00022262323,0.0006140423,0.00033540482,0.00008137433,0.001215846,0.00003917637,0.00015020404],"category_scores_gemma":[0.0022739572,0.000038390255,0.00004168435,0.002224832,0.004327604,0.0008272131,0.00056976354,0.00021484926,0.0000036407998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010331239,0.000058505648,0.014425236,0.00003348136,0.00004586507,0.0000020193313,0.0008362453,0.00013672754,0.96776044,0.000038854167,0.000052228326,0.016507085],"study_design_scores_gemma":[0.00021088713,0.0009929576,0.09485285,0.00009090751,0.000055891833,0.00003019433,0.0010097431,0.017589834,0.88487816,0.00015688255,0.00005649848,0.00007521877],"about_ca_topic_score_codex":0.00024458187,"about_ca_topic_score_gemma":0.00011516249,"teacher_disagreement_score":0.0828823,"about_ca_system_score_codex":0.00006249662,"about_ca_system_score_gemma":0.00013772442,"threshold_uncertainty_score":0.99838203},"labels":[],"label_agreement":null},{"id":"W2779629499","doi":"10.22079/jmsr.2017.70256.1155","title":"On the Effective Permeability of Mixed Matrix Membranes","year":2018,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Permeation; Membrane; Volume fraction; Sorption; Permeability (electromagnetism); Chemical engineering; Particle size; Materials science; Pervaporation; Porosity; Particle (ecology); Relative permeability; Chromatography; Chemistry; Composite material; Organic chemistry; Adsorption","score_opus":0.03267832131977624,"score_gpt":0.3533160382915504,"score_spread":0.3206377169717741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2779629499","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99357635,0.00016508414,0.000033850658,0.0008043791,0.0002819362,0.00019332851,0.0000017252363,0.000008521349,0.004934855],"genre_scores_gemma":[0.99951255,0.00021507624,0.000047065903,0.000021752501,0.000120732104,0.0000021208614,9.3235045e-8,0.000006562722,0.00007401392],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977589,0.00014397982,0.00030101748,0.00012419299,0.0014034791,0.00026838592],"domain_scores_gemma":[0.9978462,0.0005951763,0.000053278953,0.00021191304,0.0011564505,0.0001369973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00920477,0.00008134384,0.00018888306,0.00036587138,0.0003009742,0.00005432632,0.00044079282,0.000043518154,0.00016083938],"category_scores_gemma":[0.00070781604,0.000044732336,0.000054898068,0.0009419802,0.0019129574,0.00023258149,0.000024106717,0.00039771496,0.000014392382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026414875,0.000089371955,0.00025335813,0.0003217202,0.000038050493,0.000012361125,0.0021659099,0.0011799056,0.98490727,0.0040229824,0.0010487997,0.0056961114],"study_design_scores_gemma":[0.0004792196,0.0007426632,0.0121606905,0.00011465171,0.000009993244,0.00006561789,0.00051755575,0.003751548,0.97904754,0.0009791376,0.0020425853,0.00008877392],"about_ca_topic_score_codex":0.0000072634,"about_ca_topic_score_gemma":0.000007179081,"teacher_disagreement_score":0.011907333,"about_ca_system_score_codex":0.000041723768,"about_ca_system_score_gemma":0.00014818825,"threshold_uncertainty_score":0.70483714},"labels":[],"label_agreement":null},{"id":"W2803409995","doi":"10.22079/jmsr.2018.83337.1185","title":"Membrane Fouling Prevention and Control Strategies in Pulp and Paper Industry Applications: A Review","year":2018,"lang":"en","type":"review","venue":"Journal of membrane science and research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Fouling; Membrane fouling; Membrane; Process engineering; Membrane technology; Environmental science; Pulp and paper industry; Biochemical engineering; Pulp (tooth); Waste management; Engineering; Chemistry","score_opus":0.09302025013205163,"score_gpt":0.4366587686660564,"score_spread":0.3436385185340048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803409995","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013558951,0.9952713,0.000024825056,0.0007337089,0.00003937884,0.0013788128,0.0000027168717,0.000010095141,0.0011832279],"genre_scores_gemma":[0.0017405578,0.9974853,0.00035536673,0.00006525162,0.00007328897,0.00008973003,7.697833e-7,0.000012676648,0.0001770668],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960511,0.00043363692,0.0009465249,0.0005473087,0.0015515394,0.00046989188],"domain_scores_gemma":[0.9983174,0.00040099266,0.0005270338,0.00033675955,0.0001980363,0.00021973168],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.014179172,0.00023909558,0.00096512254,0.0006720262,0.00037642702,0.0003020865,0.00075243984,0.00036814387,0.00018363241],"category_scores_gemma":[0.0010897592,0.00016167467,0.00007264146,0.0020652404,0.0031956355,0.0013937373,0.00040637693,0.0016515666,0.000019449864],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000151076365,0.0000702051,0.00004793915,0.015244133,0.000024191062,0.0000228906,0.00010302738,0.0000037177324,0.0014797468,0.0002518293,0.00029836674,0.98243886],"study_design_scores_gemma":[0.00080482825,0.0005451925,0.00017618942,0.037370518,0.00020330341,0.0011059645,0.00083249167,0.00006686838,0.00027260787,0.001754931,0.95641017,0.00045690886],"about_ca_topic_score_codex":0.000026153262,"about_ca_topic_score_gemma":0.000026709533,"teacher_disagreement_score":0.98198193,"about_ca_system_score_codex":0.00017326482,"about_ca_system_score_gemma":0.0006626036,"threshold_uncertainty_score":0.9995171},"labels":[],"label_agreement":null},{"id":"W2883829803","doi":"10.22079/jmsr.2018.80692.1175","title":"Polyurethane Mixed Matrix Membranes for Gas Separation: A Systematic Study on Eﬀect of SiO2/TiO2 Nanoparticles","year":2019,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Fourier transform infrared spectroscopy; Membrane; Materials science; Polyurethane; Nanoparticle; Chemical engineering; Isophorone diisocyanate; Barrer; Gas separation; Permeation; Scanning electron microscope; Polycaprolactone; Differential scanning calorimetry; Polymer; Polymer chemistry; Polymerization; Nuclear chemistry; Chemistry; Nanotechnology; Composite material","score_opus":0.047772282850381854,"score_gpt":0.3831304432598367,"score_spread":0.3353581604094548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883829803","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968899,0.0006884164,0.0000384992,0.00025766867,0.00037491776,0.00112847,0.0000034051309,0.000015508338,0.0006032157],"genre_scores_gemma":[0.9992873,0.00015898174,0.00011333006,0.0000128978145,0.00006989696,0.000015608033,4.748353e-7,0.0000142890685,0.00032720523],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9967075,0.00015306292,0.00072448386,0.0001944701,0.0018516192,0.00036884975],"domain_scores_gemma":[0.9979576,0.00048082302,0.0001409907,0.0002680163,0.00095905666,0.0001935163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008107633,0.00013585003,0.00050414563,0.0007356413,0.00016590836,0.00010373336,0.00039763883,0.000055226912,0.00004001867],"category_scores_gemma":[0.00032335424,0.000094378935,0.000087612934,0.000998725,0.00022575307,0.00041694022,0.00001850859,0.00025893244,0.000017846978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002906915,0.00020105543,0.0003204658,0.008764342,0.00006336815,0.000013936956,0.0024708933,0.009213904,0.97816694,0.00022983568,0.00013807227,0.00012652355],"study_design_scores_gemma":[0.0032256627,0.0032750578,0.002163541,0.0017901541,0.00007879538,0.00013876315,0.006362069,0.020837754,0.9614773,0.0001252664,0.000282814,0.00024286949],"about_ca_topic_score_codex":0.0000050809017,"about_ca_topic_score_gemma":0.000008315074,"teacher_disagreement_score":0.01668966,"about_ca_system_score_codex":0.00004857928,"about_ca_system_score_gemma":0.00022829308,"threshold_uncertainty_score":0.38486612},"labels":[],"label_agreement":null},{"id":"W2891322772","doi":"10.22079/jmsr.2018.87918.1197","title":"Art to use Electrospun Nanofbers/Nanofber Based Membrane in Waste Water Treatment, Chiral Separation and Desalination","year":2019,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Pervaporation; Filtration (mathematics); Desalination; Commercialization; Reverse osmosis; Membrane technology; Nanofiber; Chemical engineering; Nanotechnology; Materials science; Interconnectivity; Process engineering; Chemistry; Polymer science; Chromatography; Permeation; Engineering; Computer science","score_opus":0.03388500258246586,"score_gpt":0.34101739268542763,"score_spread":0.3071323901029618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891322772","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99450535,0.000019153156,0.000041463798,0.003283889,0.00008561699,0.00046032039,9.693323e-7,0.000010696883,0.0015925546],"genre_scores_gemma":[0.99501276,0.00014130308,0.001132972,0.00016073971,0.000020287724,0.000009419478,0.0000013697219,0.000008939313,0.0035122358],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99708766,0.00015742492,0.0003776912,0.00038276103,0.0014388729,0.00055558654],"domain_scores_gemma":[0.9991714,0.00014920862,0.00008777034,0.0002379595,0.00015978211,0.00019388813],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004159821,0.0001400261,0.00023662957,0.0008029199,0.00024069553,0.00025707865,0.00032793844,0.00008581963,0.00027403262],"category_scores_gemma":[0.00030602288,0.000088171524,0.00003224908,0.0012239267,0.00058758585,0.0020041042,0.00014759402,0.00025736046,0.00018043391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014385744,0.00007099585,0.0069037047,0.00001185274,0.0000033856138,0.000011534145,0.0004759922,0.0015783571,0.9886522,0.00009829169,0.00015944625,0.0018903392],"study_design_scores_gemma":[0.001035543,0.001065391,0.0076884856,0.00003656072,0.000004657315,0.00004715944,0.00021163315,0.004643368,0.98113614,0.00014008621,0.0038604464,0.00013049993],"about_ca_topic_score_codex":0.00007238182,"about_ca_topic_score_gemma":0.00010147041,"teacher_disagreement_score":0.007516074,"about_ca_system_score_codex":0.00038323464,"about_ca_system_score_gemma":0.00013497075,"threshold_uncertainty_score":0.35955304},"labels":[],"label_agreement":null},{"id":"W2893705809","doi":"10.22079/jmsr.2020.119481.1319","title":"Effect of Surface Modification with Electrospun Nanofibers on the Performance of an Ultrafiltration Membrane","year":2020,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nanofiber; Electrospinning; Membrane; Ultrafiltration (renal); Polyvinylidene fluoride; Chemical engineering; Materials science; Permeation; Surface modification; Coating; Filtration (mathematics); Contact angle; Scanning electron microscope; Polymer chemistry; Composite material; Polymer; Chromatography; Chemistry","score_opus":0.026698326053357823,"score_gpt":0.32930920547192505,"score_spread":0.30261087941856724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893705809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99551815,0.00005143774,0.00011762831,0.0037109426,0.000030155823,0.00033113165,0.0000034566822,0.000005932552,0.00023119398],"genre_scores_gemma":[0.9979295,0.00020646497,0.0017253136,0.00006091662,0.000050152008,0.0000051953675,8.012492e-7,0.0000069313596,0.000014692747],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9961601,0.000373437,0.00040693846,0.00024667938,0.0024857898,0.0003270607],"domain_scores_gemma":[0.99742573,0.0007511336,0.00033082938,0.00026278332,0.0010189879,0.00021052652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0111169135,0.000099350735,0.0002486485,0.00015920837,0.00036139615,0.00006619936,0.0008648837,0.000049935916,0.000027418504],"category_scores_gemma":[0.00033375685,0.000050165807,0.000029987461,0.0019504521,0.0021743823,0.00048059193,0.00003672539,0.00032495553,0.000004458664],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006337152,0.00005641361,0.000084405845,0.00010708595,0.0000047142285,8.608268e-7,0.0004065586,0.0002670981,0.9969024,0.00052240014,0.000037182504,0.000977147],"study_design_scores_gemma":[0.0003921761,0.007407099,0.0002889898,0.00006966126,0.000011573834,0.000027585405,0.00009498046,0.0027185737,0.9888641,0.00002594102,0.000045034347,0.000054286982],"about_ca_topic_score_codex":0.000011493101,"about_ca_topic_score_gemma":8.7363964e-7,"teacher_disagreement_score":0.010783156,"about_ca_system_score_codex":0.00005278984,"about_ca_system_score_gemma":0.0005412277,"threshold_uncertainty_score":0.8011602},"labels":[],"label_agreement":null},{"id":"W2909931051","doi":"10.22079/jmsr.2018.92367.1208","title":"Optimization of Cheese Whey Ultrafltration/Diafltration for the Production of Beverage Liquid Protein Concentrates with Lactose Partially Removed","year":2019,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lactose; Chemistry; Diafiltration; Ultrafiltration (renal); Permeation; Chromatography; Bar (unit); Concentration polarization; Membrane; Reverse osmosis; Analytical Chemistry (journal); Microfiltration; Food science; Biochemistry","score_opus":0.012205750533432072,"score_gpt":0.2614509584824451,"score_spread":0.24924520794901303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909931051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933842,0.00014441514,0.005293606,0.00044008272,0.00008986661,0.0005666706,0.000002069925,0.0000041739886,0.00007493476],"genre_scores_gemma":[0.9979367,0.0006111724,0.0013412698,0.000002821643,0.00004269289,0.0000058101205,0.0000013714492,0.000007743831,0.000050370323],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986804,0.000037730188,0.00029311405,0.000100441204,0.0006992064,0.0001891141],"domain_scores_gemma":[0.9982622,0.0000763521,0.00012374426,0.00012286323,0.0013681473,0.000046661324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003128907,0.00006064554,0.00013646392,0.00017320881,0.00010850232,0.000047607573,0.00018199417,0.00003564247,0.0000040355053],"category_scores_gemma":[0.00033016462,0.000036566867,0.000023879677,0.000623697,0.00029044514,0.00046364643,0.000008324081,0.00018153925,1.2567094e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017628631,0.000018183331,0.00006076055,0.000084514686,0.000010835567,2.0671985e-7,0.00022899607,0.3398769,0.6589956,0.00035637818,0.0000024116327,0.00018892856],"study_design_scores_gemma":[0.00024388262,0.0006097649,0.0003479758,0.000080209385,0.000006165386,0.000010988632,0.00014918494,0.4831419,0.5153365,0.000028742119,0.000007496618,0.000037201095],"about_ca_topic_score_codex":0.000007930194,"about_ca_topic_score_gemma":0.000013801936,"teacher_disagreement_score":0.14365913,"about_ca_system_score_codex":0.00004460232,"about_ca_system_score_gemma":0.00036380184,"threshold_uncertainty_score":0.14911535},"labels":[],"label_agreement":null},{"id":"W2964730513","doi":"10.22079/jmsr.2019.105375.1255","title":"The Advances of Electrospun Nanofibers in Membrane Technology","year":2020,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nanofiber; Electrospinning; Membrane; Nanotechnology; Surface modification; Interconnectivity; Materials science; Fabrication; Micrometer; Chemical engineering; Polymer; Chemistry; Composite material; Computer science","score_opus":0.021549375155254794,"score_gpt":0.34704505232261756,"score_spread":0.3254956771673628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964730513","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9207955,0.006212225,0.000357521,0.07090348,0.00017438112,0.00032528333,0.000002432173,0.000014369385,0.0012148075],"genre_scores_gemma":[0.9874145,0.0056440434,0.006648402,0.00014060758,0.00008703282,0.000009393041,7.778278e-8,0.0000068650634,0.000049093618],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99662405,0.00012124571,0.0005281681,0.00024508956,0.0019064442,0.0005749732],"domain_scores_gemma":[0.99788857,0.0005174253,0.00022498389,0.00020047463,0.00095761364,0.00021093767],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008196112,0.00007846162,0.00024030384,0.00047191037,0.00045110335,0.0000793752,0.0014445563,0.00006882238,0.000025302024],"category_scores_gemma":[0.0010798154,0.000045156376,0.00003108029,0.0046888487,0.0049504084,0.00036586504,0.00021041199,0.0004911583,0.0000081862545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007554708,0.000030286752,0.00014932148,0.000029429699,0.0000020062216,0.0000067484516,0.00020957504,0.000003694817,0.98945886,0.003205486,0.00013796163,0.0066911094],"study_design_scores_gemma":[0.0003175613,0.0005098957,0.00015472421,0.000039061626,0.000002723171,0.000052130537,0.00047814305,0.00008962998,0.98588645,0.0030105214,0.009407794,0.000051333638],"about_ca_topic_score_codex":0.000007452213,"about_ca_topic_score_gemma":0.000007808737,"teacher_disagreement_score":0.07076287,"about_ca_system_score_codex":0.00007653571,"about_ca_system_score_gemma":0.00089135516,"threshold_uncertainty_score":0.99775755},"labels":[],"label_agreement":null},{"id":"W2990832694","doi":"10.22079/jmsr.2019.117578.1308","title":"Membrane Science and Research: A Tribute to Professor Takeshi Matsuura","year":2020,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Tribute; Art; Art history; Engineering","score_opus":0.15114903386676196,"score_gpt":0.43186360712520355,"score_spread":0.2807145732584416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990832694","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90410465,0.00012884027,0.000054703556,0.09109481,0.0001813979,0.0003502584,0.000016738808,0.000006805502,0.004061793],"genre_scores_gemma":[0.99768466,0.000085166634,0.00054378796,0.00023938353,0.0007270496,0.0000068422996,2.8208532e-7,0.000009415479,0.0007033937],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9928627,0.00021174447,0.00041784783,0.00046243594,0.005011428,0.0010338682],"domain_scores_gemma":[0.99318904,0.00026912635,0.000110561516,0.00022517577,0.0047797905,0.0014262855],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.024167875,0.00012490067,0.00029076397,0.00087707164,0.0018294739,0.0007532622,0.0010976164,0.000035710327,0.00014893197],"category_scores_gemma":[0.001565594,0.00008838263,0.000043513326,0.0054904027,0.003369138,0.0012198637,0.00058968697,0.0010756559,0.000040815383],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004249322,0.00023626575,0.0031014036,0.00015748222,0.000030963216,0.000052436113,0.0053757527,0.000042881296,0.9194086,0.018457906,0.03299426,0.019717108],"study_design_scores_gemma":[0.004334549,0.004281415,0.013674086,0.0006385986,0.00003163455,0.00014069029,0.029604318,0.004575481,0.47078815,0.0033234665,0.46781573,0.000791866],"about_ca_topic_score_codex":0.00006596335,"about_ca_topic_score_gemma":0.0000018514266,"teacher_disagreement_score":0.44862047,"about_ca_system_score_codex":0.00011275827,"about_ca_system_score_gemma":0.0031414218,"threshold_uncertainty_score":0.99947},"labels":[],"label_agreement":null},{"id":"W3023575261","doi":"10.22079/jmsr.2020.112911.1283","title":"Effect of TiO2 Nanoparticles on Barrier and Mechanical Properties of PVA Films","year":2021,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Polymer Nanocomposite Synthesis and Irradiation","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nanocomposite; Materials science; Polyvinyl alcohol; Nanoparticle; Scanning electron microscope; Chemical engineering; Titanium dioxide; Oxygen permeability; Composite material; Polymer; Ultimate tensile strength; Dynamic mechanical analysis; Transmission electron microscopy; Vinyl alcohol; Nanotechnology; Chemistry; Oxygen; Organic chemistry","score_opus":0.03305530235824346,"score_gpt":0.32544342963113443,"score_spread":0.292388127272891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023575261","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.998126,0.001134266,0.0000010095412,0.00039127926,0.00008816423,0.000066255474,0.0000020233692,0.0000012964018,0.00018975645],"genre_scores_gemma":[0.99956095,0.00024235244,0.00009891616,0.000012534266,0.000026789492,0.000001017032,3.071149e-8,0.0000028394363,0.000054557724],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978051,0.00038242646,0.00028818919,0.00014065122,0.0011817019,0.00020188598],"domain_scores_gemma":[0.99879557,0.00030316898,0.00012015408,0.00011585448,0.0005349132,0.00013034783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00801404,0.000053625747,0.00022197481,0.00020520203,0.00016507109,0.00007229795,0.00019751936,0.000031594343,0.00006099168],"category_scores_gemma":[0.0013564023,0.00003089967,0.000031228214,0.00039245587,0.00076001964,0.00029693957,0.00009395946,0.0001153524,0.0000020220052],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019505163,0.000042566135,0.00006690463,0.00010303348,0.0000033689853,0.000005916038,0.00022014485,0.00000562293,0.9947228,0.00017222046,0.000021000127,0.004441415],"study_design_scores_gemma":[0.00030758962,0.0009788807,0.00056737027,0.00021164572,0.000007957075,0.000048949554,0.00016046557,0.00022112438,0.99738854,0.00003242531,0.000041489024,0.000033586606],"about_ca_topic_score_codex":0.000014147716,"about_ca_topic_score_gemma":9.97768e-7,"teacher_disagreement_score":0.006657638,"about_ca_system_score_codex":0.000014336661,"about_ca_system_score_gemma":0.00030966187,"threshold_uncertainty_score":0.2800324},"labels":[],"label_agreement":null},{"id":"W3093244484","doi":"","title":"Professor Ahmad Fauzi Ismail: A remarkable individual, educator, mentor, and a dear friend","year":2020,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology; Philosophy; Theology","score_opus":0.1528535055436993,"score_gpt":0.46135945805280415,"score_spread":0.30850595250910484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093244484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8661839,0.0020094386,0.0000014905343,0.110536024,0.00036465362,0.0002058615,0.0000014852784,0.0000066017456,0.020690579],"genre_scores_gemma":[0.9910759,0.0048128855,0.00035208248,0.00062438176,0.0005451959,0.0000048662896,1.0551978e-7,0.0000054059974,0.0025791938],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9963914,0.0003318795,0.00026158124,0.00022806307,0.002290535,0.0004965508],"domain_scores_gemma":[0.9978471,0.00031313885,0.00012384672,0.00008553231,0.0011267589,0.00050363905],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.011440899,0.000074294636,0.00019013716,0.00033202773,0.0017331068,0.00039594533,0.00052511605,0.00005045615,0.00015091474],"category_scores_gemma":[0.004156808,0.000054293654,0.000028218057,0.0015882724,0.0025367362,0.00068289746,0.00020318835,0.00045148865,0.0000108679815],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000156301,0.0003473613,0.013776037,0.00021570869,0.000092519746,0.000034843164,0.78415483,7.66996e-7,0.028065465,0.026457427,0.12205782,0.024640912],"study_design_scores_gemma":[0.0009035366,0.00059905305,0.009703881,0.00016811503,0.000027270758,0.00003155398,0.5056407,0.00002877714,0.0044437386,0.0025184373,0.47571602,0.0002189421],"about_ca_topic_score_codex":0.00017789743,"about_ca_topic_score_gemma":0.00004838175,"teacher_disagreement_score":0.3536582,"about_ca_system_score_codex":0.00007720872,"about_ca_system_score_gemma":0.0028557454,"threshold_uncertainty_score":0.9995665},"labels":[],"label_agreement":null}]}