{"meta":{"query_hash":"90d716a93abf","filters":{"venue":"Fuel Cells"},"cohort_total":81,"direct_labels_cover":0,"predictions_cover":81,"exported":81,"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/90d716a93abf","api":"https://metacan.xera.ac/api/v1/cohort?venue=Fuel+Cells"},"results":[{"id":"W1967875225","doi":"10.1002/fuce.200700060","title":"Development and Characterisation of Electrically Conductive Polymeric‐Based Blends for Proton Exchange Membrane Fuel Cell Bipolar Plates","year":2008,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; Proton exchange membrane fuel cell; Electrical resistivity and conductivity; Carbon black; Oxygen permeability; Composite material; Graphite; Carbon nanotube; Extrusion; Electrical conductor; Polyethylene; Polyethylene terephthalate; Permeation; Chemical engineering; Oxygen; Membrane; Fuel cells; Chemistry; Organic chemistry","score_opus":0.014646940489217143,"score_gpt":0.1924739193982915,"score_spread":0.17782697890907437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967875225","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":[0.9744512,0.019131027,0.0004357583,0.000024104267,0.00061305333,0.0017131,0.000086608,0.00019865406,0.0033465077],"genre_scores_gemma":[0.9794137,0.010172446,0.009301152,0.000039483028,0.0000954533,0.00028842414,0.000118476906,0.00008717061,0.00048368072],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99898344,0.000020736497,0.0003614341,0.00021318512,0.00013406696,0.00028712946],"domain_scores_gemma":[0.99956095,0.00006045277,0.00011174845,0.00012424217,0.00006199013,0.0000806351],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012363412,0.00021765273,0.00031670503,0.00013975464,0.00005906721,0.000014564628,0.00008244373,0.00016835221,0.000098368415],"category_scores_gemma":[0.0000053715294,0.00019921512,0.00004796847,0.00014299384,0.000045505436,0.000099852135,0.00001590113,0.000091153226,0.000013748026],"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":[0.00007852998,0.00006627751,0.000025596617,0.008684921,0.000046990805,0.000005337572,0.0018177757,0.00033006765,0.98841584,0.000002267834,0.00008000725,0.00044639606],"study_design_scores_gemma":[0.0007779071,0.00011154814,0.00009051908,0.0000343448,0.000023516797,0.0000045999986,0.000026688933,0.0022859012,0.9443667,0.000013053146,0.05202587,0.00023933011],"about_ca_topic_score_codex":0.00001023789,"about_ca_topic_score_gemma":7.6840234e-7,"teacher_disagreement_score":0.05194586,"about_ca_system_score_codex":0.00003979379,"about_ca_system_score_gemma":0.00006174235,"threshold_uncertainty_score":0.8123757},"labels":[],"label_agreement":null},{"id":"W1968665555","doi":"10.1002/fuce.200331101","title":"Performance Comparison Between Planar and Tubular‐Shaped PEM Fuel Cells by Three‐Dimensional Numerical Simulation","year":2003,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Anode; Cathode; Solver; Mechanics; Computer simulation; Current density; Current (fluid); Diffusion; Flow (mathematics); Materials science; Control volume; Gaseous diffusion; Planar; Electrode; Fuel cells; Computer science; Chemistry; Thermodynamics; Physics; Chemical engineering; Engineering","score_opus":0.011881752030862884,"score_gpt":0.21213366867600664,"score_spread":0.20025191664514375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968665555","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":[0.9827938,0.0063017,0.0013297301,0.00002163931,0.0012237005,0.00038027414,0.00009557655,0.00028923427,0.0075643314],"genre_scores_gemma":[0.9977252,0.0004653923,0.0012582884,0.00003531303,0.00011297458,0.00000614937,0.000084544205,0.000063678264,0.00024846403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985236,0.00005034578,0.00043757347,0.00030885954,0.00026514343,0.0004144745],"domain_scores_gemma":[0.9993508,0.00014816255,0.000073220384,0.00021048471,0.000035705645,0.000181614],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018717095,0.0003084584,0.00042494395,0.00006726016,0.000092652874,0.00006503511,0.00011080742,0.00027702723,0.00038497578],"category_scores_gemma":[0.0000060490115,0.00028688018,0.00005555164,0.0001324548,0.00004829833,0.0001419373,0.000023730972,0.00026584248,0.00034878086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064175765,0.00015666128,0.0066884602,0.00266857,0.00022654222,0.000019937665,0.00049799494,0.7274933,0.25027123,0.000023070894,0.01104666,0.0008433942],"study_design_scores_gemma":[0.0014983511,0.00017752915,0.0018117791,0.00009286684,0.00013317674,0.000007201986,0.000025918134,0.80881065,0.10099572,0.00019466436,0.085325375,0.00092679175],"about_ca_topic_score_codex":0.000013184242,"about_ca_topic_score_gemma":0.0000011177942,"teacher_disagreement_score":0.1492755,"about_ca_system_score_codex":0.000043552,"about_ca_system_score_gemma":0.000013934982,"threshold_uncertainty_score":0.99995834},"labels":[],"label_agreement":null},{"id":"W1969018162","doi":"10.1002/fuce.201300269","title":"Validation of a Solid Oxide Fuel Cell Model on the International Energy Agency Benchmark Case with Hydrogen Fuel","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; National Research Council Canada","funders":"","keywords":"Benchmark (surveying); Hydrogen fuel; Hydrogen; Flow (mathematics); Solid oxide fuel cell; Fuel cells; Computer science; Mechanics; Nuclear engineering; Materials science; Chemistry; Engineering; Chemical engineering; Physics; Physical chemistry; Geology","score_opus":0.014752244886288346,"score_gpt":0.23976107044043174,"score_spread":0.2250088255541434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969018162","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":[0.8896218,0.0001967932,0.02698117,0.0001659118,0.0007163668,0.00039993983,0.00020742766,0.00008397879,0.0816266],"genre_scores_gemma":[0.98671645,0.00014969453,0.00884001,0.0006658917,0.00016181305,0.00006524218,0.000033384506,0.00005687743,0.0033106233],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99728936,0.00018573928,0.00060044974,0.0006181822,0.0008402645,0.0004659751],"domain_scores_gemma":[0.9978443,0.00032687205,0.00054850685,0.0009116484,0.000233469,0.00013524345],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007680098,0.0003527209,0.0003296045,0.00012571742,0.00011926275,0.00006751068,0.0008614789,0.000110465655,0.0012365581],"category_scores_gemma":[0.000066618435,0.0002545124,0.000107276435,0.00019273095,0.0001971734,0.00031343187,0.00023313246,0.00015610628,0.0002471226],"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":[0.00012178251,0.0002810693,0.000024297051,0.00017704692,0.00002694833,0.00006909653,0.0008045274,0.10011579,0.8949062,0.0022656706,0.0010903743,0.00011718522],"study_design_scores_gemma":[0.00062200136,0.0001634316,0.000005766729,0.000047672576,0.00004638087,0.00004927434,0.00012241911,0.02739897,0.9564294,0.009336436,0.005441909,0.00033628783],"about_ca_topic_score_codex":0.00010259662,"about_ca_topic_score_gemma":0.000026223675,"teacher_disagreement_score":0.097094655,"about_ca_system_score_codex":0.00011232591,"about_ca_system_score_gemma":0.000089813744,"threshold_uncertainty_score":0.9999907},"labels":[],"label_agreement":null},{"id":"W1971022418","doi":"10.1002/fuce.200900059","title":"A Three‐Dimensional Non‐isothermal Model of High Temperature Proton Exchange Membrane Fuel Cells with Phosphoric Acid Doped Polybenzimidazole Membranes","year":2010,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phosphoric acid; Proton exchange membrane fuel cell; Membrane; Isothermal process; Materials science; Chemical engineering; Stoichiometry; Oxygen; Operating temperature; Doping; Carbon monoxide; Catalysis; Analytical Chemistry (journal); Chemistry; Chromatography; Thermodynamics; Organic chemistry","score_opus":0.004885454162300911,"score_gpt":0.17096178080177754,"score_spread":0.16607632663947663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971022418","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":[0.9888147,0.002512929,0.000042845943,0.00004360144,0.0022309488,0.0014536578,0.00024536063,0.00030161432,0.0043543107],"genre_scores_gemma":[0.99356335,0.0009157805,0.003978396,0.00006650856,0.0003017905,0.00015324357,0.00005392519,0.00019877801,0.0007682282],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977852,0.000022800661,0.0005703362,0.00049785234,0.0004903084,0.0006335055],"domain_scores_gemma":[0.99876326,0.000038434242,0.00017029239,0.00065023074,0.00014431433,0.00023345082],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023809038,0.0005953294,0.00070048287,0.00017162393,0.00008492209,0.000074316566,0.0003990171,0.0006080267,0.0011720653],"category_scores_gemma":[0.000003427711,0.00045085963,0.00014239195,0.00031243725,0.00013240417,0.00022641024,0.00008744185,0.0006827051,0.00014252639],"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":[0.00017851905,0.00011817899,0.000004089236,0.005543798,0.00010158665,0.000024995023,0.000382642,0.17584682,0.8173784,0.000016346992,0.0003798816,0.000024744058],"study_design_scores_gemma":[0.0015022361,0.00010672763,0.000012328594,0.00012342237,0.00009008863,0.000017767989,0.000018099736,0.051613376,0.9450941,0.00013974524,0.0006965457,0.00058554515],"about_ca_topic_score_codex":0.00016627506,"about_ca_topic_score_gemma":0.00011206611,"teacher_disagreement_score":0.12771572,"about_ca_system_score_codex":0.000029388902,"about_ca_system_score_gemma":0.00008545314,"threshold_uncertainty_score":0.9997943},"labels":[],"label_agreement":null},{"id":"W1971192280","doi":"10.1002/fuce.200900044","title":"Synthesis, Structure and Electrical Properties of Mo‐doped CeO<sub>2</sub>–Materials for SOFCs","year":2009,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Powder diffraction; Electrical resistivity and conductivity; Materials science; Conductivity; Impurity; Analytical Chemistry (journal); Electrolyte; Metal; Doping; Oxide; Nuclear chemistry; Crystallography; Chemistry; Metallurgy; Physical chemistry; Chromatography; Electrode","score_opus":0.013658171892820559,"score_gpt":0.23164812914740787,"score_spread":0.2179899572545873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971192280","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":[0.99650264,0.0011500593,0.0006198282,0.0000533114,0.00042770588,0.0008214877,0.0002129615,0.00007490459,0.00013709653],"genre_scores_gemma":[0.992674,0.00030443005,0.0064477157,0.00020456027,0.00020505827,0.000042767526,0.000005296955,0.00003646079,0.0000797375],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977997,0.00011750322,0.00058201683,0.00052149483,0.00042594376,0.000553327],"domain_scores_gemma":[0.9988611,0.00016066548,0.0002999422,0.00035454423,0.00020698001,0.000116777584],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004509627,0.00030916664,0.00056495075,0.00008968106,0.00010918903,0.000092590824,0.00034699452,0.00016674334,0.00012747663],"category_scores_gemma":[0.00030984965,0.0002507407,0.00006253049,0.0001359231,0.00016783435,0.00025963128,0.00008085514,0.00008616207,0.000031776322],"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":[0.00020602271,0.00007481195,0.00000747467,0.00030264648,0.00001073237,0.0000020089615,0.00020555961,0.00005016538,0.9966827,0.00020281076,0.0005104636,0.0017446019],"study_design_scores_gemma":[0.00041621737,0.00019657952,0.0000909474,0.00007914554,0.000052235704,0.000006730332,0.000028126611,0.000051534324,0.994852,0.0028768163,0.0010496142,0.00030003447],"about_ca_topic_score_codex":0.00000506541,"about_ca_topic_score_gemma":0.0000017852747,"teacher_disagreement_score":0.005827888,"about_ca_system_score_codex":0.00006791019,"about_ca_system_score_gemma":0.00007026792,"threshold_uncertainty_score":0.99999446},"labels":[],"label_agreement":null},{"id":"W1973579024","doi":"10.1002/fuce.201400040","title":"Decay in Mechanical Properties of Catalyst Coated Membranes Subjected to Combined Chemical and Mechanical Membrane Degradation","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":88,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ballard Power Systems (Canada); Simon Fraser University","funders":"Simon Fraser University; U.S. Department of Energy","keywords":"Materials science; Ultimate tensile strength; Membrane; Composite material; Degradation (telecommunications); Fracture toughness; Toughness; Brittleness; Durability; Swelling; Electrolyte; Proton exchange membrane fuel cell; Polymer; Chemistry; Electrode","score_opus":0.008494845062128146,"score_gpt":0.1795864978489371,"score_spread":0.17109165278680896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973579024","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":[0.9977267,0.0004337498,0.00008270592,0.00006162331,0.00036669607,0.00032979218,0.000009139542,0.00015031046,0.0008392866],"genre_scores_gemma":[0.9990187,0.00039924303,0.00037891936,0.00002460271,0.000034324534,0.000020281734,0.000031164756,0.000041814154,0.000050905746],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987712,0.000068709254,0.00046970072,0.00024755008,0.00017513121,0.0002677386],"domain_scores_gemma":[0.9994941,0.00006709397,0.000043419263,0.00021111128,0.00005392515,0.00013038836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002901811,0.00020707038,0.0004429391,0.00012283538,0.000017676452,0.000027464499,0.00014883123,0.00024605184,0.000052861647],"category_scores_gemma":[0.000039813367,0.00017328587,0.000040274528,0.00024647693,0.000035503264,0.00007091126,0.00006234032,0.00014607767,0.000031511296],"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":[0.000101115525,0.000051708987,0.000002488936,0.0014183718,0.000024374922,0.0000027747449,0.00012620482,0.0006817697,0.9973204,0.000157736,0.000037317874,0.000075752294],"study_design_scores_gemma":[0.00087121956,0.00006374626,0.000013357185,0.00013361446,0.000028648205,0.0000051374036,0.000024490357,0.009279894,0.9889553,0.00005916372,0.00034830606,0.00021712494],"about_ca_topic_score_codex":0.00009524017,"about_ca_topic_score_gemma":0.00004044182,"teacher_disagreement_score":0.008598124,"about_ca_system_score_codex":0.000029587882,"about_ca_system_score_gemma":0.000011878208,"threshold_uncertainty_score":0.70663923},"labels":[],"label_agreement":null},{"id":"W1974226839","doi":"10.1002/fuce.201300069","title":"A Factorial Study to Investigate the Purging Effect on the Performance of a Dead‐End Anode PEM Fuel Cell Stack","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Masdar Institute of Science and Technology","keywords":"Stack (abstract data type); Proton exchange membrane fuel cell; Cathode; Anode; Stoichiometry; Hydrogen; Materials science; Nuclear engineering; Analytical Chemistry (journal); Chemistry; Fuel cells; Chemical engineering; Chromatography; Electrode; Computer science; Engineering","score_opus":0.007110940246271614,"score_gpt":0.18853030873849178,"score_spread":0.18141936849222015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974226839","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":[0.97948545,0.0002837002,0.00001332551,0.00004631231,0.0024506727,0.00089507434,0.000014516771,0.0001067745,0.016704163],"genre_scores_gemma":[0.9989626,0.00015109355,0.00004132271,0.00008161568,0.00036368417,0.000038898434,0.0000025958377,0.00005986983,0.0002983318],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99848574,0.00023611808,0.00033741948,0.0002367939,0.0003237066,0.00038023476],"domain_scores_gemma":[0.99877197,0.00044379744,0.00007846783,0.00056716864,0.00003461067,0.00010399506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009127517,0.00029165612,0.00033346377,0.000067041416,0.00010261129,0.000083495055,0.00042196194,0.00008685735,0.00013581378],"category_scores_gemma":[0.00003531515,0.00015657632,0.00008120396,0.00020294198,0.000054857115,0.000059133767,0.0000933479,0.0002893293,0.00034306783],"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":[0.00036178925,0.00039278017,0.0016367432,0.007125699,0.0002865158,0.000014610804,0.01960756,0.32916892,0.63325495,0.00007426683,0.0075621433,0.0005140482],"study_design_scores_gemma":[0.0020135466,0.0028339792,0.0011573927,0.00024748166,0.00017248554,0.0000026669456,0.00041414774,0.022943119,0.92417866,0.00013384584,0.045167107,0.0007355423],"about_ca_topic_score_codex":0.00004581581,"about_ca_topic_score_gemma":0.000008073832,"teacher_disagreement_score":0.30622578,"about_ca_system_score_codex":0.00003615526,"about_ca_system_score_gemma":0.0000145383065,"threshold_uncertainty_score":0.6384997},"labels":[],"label_agreement":null},{"id":"W1981461077","doi":"10.1002/fuce.201200211","title":"Model for the Degradation Performance of a Single‐Cell Direct Methanol Fuel Cell under Varying Operational Conditions","year":2013,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Canada School of Energy and Environment","keywords":"Direct methanol fuel cell; Degradation (telecommunications); Methanol; Materials science; Tafel equation; Chemistry; Polarization (electrochemistry); Volumetric flow rate; Chemical engineering; Analytical Chemistry (journal); Chromatography; Thermodynamics; Electrode; Electrical engineering; Electrochemistry","score_opus":0.021355903088465696,"score_gpt":0.20798418334640745,"score_spread":0.18662828025794176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981461077","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":[0.72590643,0.013766979,0.04192684,0.00030567983,0.003320743,0.003671908,0.00053724414,0.0005190611,0.21004513],"genre_scores_gemma":[0.9900534,0.0013904411,0.0043867016,0.000064678025,0.000067886605,0.00015074573,0.00007864108,0.00004487629,0.0037626114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916804,0.000018784036,0.00030259346,0.00014918535,0.00013960376,0.0002217832],"domain_scores_gemma":[0.99939615,0.00018502597,0.000065511005,0.00019718715,0.000110997695,0.000045115627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012479695,0.00016335411,0.00017555598,0.00005972424,0.00009962678,0.000063480315,0.00014876261,0.000115246374,0.0003503482],"category_scores_gemma":[0.000004188085,0.00012157167,0.00007923101,0.000096093325,0.000038896298,0.00023695335,0.000022446582,0.00008965421,0.000099680954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031993502,0.000033381024,0.0000018852813,0.00078438234,0.000019641997,5.9332525e-8,0.00013888205,0.54625595,0.45143482,0.00001845259,0.0012927209,0.000016607042],"study_design_scores_gemma":[0.0002793191,0.000025828818,0.000011264318,0.000018751165,0.00004279102,5.733537e-7,0.00002838468,0.65667003,0.3419972,0.00023675848,0.0005659986,0.00012307194],"about_ca_topic_score_codex":0.000019831457,"about_ca_topic_score_gemma":0.000002053075,"teacher_disagreement_score":0.264147,"about_ca_system_score_codex":0.000038100818,"about_ca_system_score_gemma":0.000027444148,"threshold_uncertainty_score":0.4957549},"labels":[],"label_agreement":null},{"id":"W1984248450","doi":"10.1002/fuce.200900027","title":"<i>Ex situ</i> Characterisation of Composite Nafion Membranes Containing Zirconium Hydrogen Phosphate","year":2009,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Innovation Council; Simon Fraser University","funders":"","keywords":"Nafion; Zirconium phosphate; Membrane; Chemical engineering; Materials science; Permeation; Proton exchange membrane fuel cell; Swelling; Polymer chemistry; Phosphate; Chemistry; Composite material; Electrochemistry; Organic chemistry; Electrode","score_opus":0.005832125499689685,"score_gpt":0.18465995857877782,"score_spread":0.17882783307908814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984248450","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":[0.96778315,0.0048327753,0.00007143313,0.00005068076,0.0010022301,0.0002303882,0.000026548425,0.00026541762,0.025737353],"genre_scores_gemma":[0.9964235,0.0028198452,0.00024164614,0.00010495931,0.00012700622,0.0000028550087,0.000058357626,0.000031409265,0.00019041967],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99900526,0.000028538714,0.00039338565,0.00016635927,0.00014479633,0.00026168325],"domain_scores_gemma":[0.99956167,0.000028594728,0.000103122504,0.00019164002,0.000041780935,0.00007320271],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015418889,0.00019782956,0.00032630528,0.000068885514,0.000035070098,0.000034758934,0.0001253828,0.00015817939,0.00014873147],"category_scores_gemma":[0.000002446589,0.00019053028,0.000081591796,0.00010703129,0.000023431026,0.00016072605,0.000014245219,0.00011130172,0.0001470169],"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":[0.000038447997,0.000028080505,0.000015546351,0.000575386,0.00003601031,0.000010178927,0.00051093666,0.010538625,0.9877166,0.00001596273,0.00013098503,0.00038324913],"study_design_scores_gemma":[0.000485867,0.00007978094,0.0002860308,0.00008579976,0.00003760617,0.000006124798,0.000023860577,0.0030748183,0.9880329,0.0001398762,0.0075259106,0.00022142076],"about_ca_topic_score_codex":0.000014029058,"about_ca_topic_score_gemma":7.675588e-7,"teacher_disagreement_score":0.028640326,"about_ca_system_score_codex":0.000028589973,"about_ca_system_score_gemma":0.000008567103,"threshold_uncertainty_score":0.77695996},"labels":[],"label_agreement":null},{"id":"W1991418948","doi":"10.1002/fuce.200400083","title":"Effect of Silicotungstic Acid (STA) on the Performance of a Polymer Electrolyte Fuel Cell (PEMFC) Based on Nafion® Cast in Dimethylformamide","year":2005,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Membrane; Nafion; Silicotungstic acid; Conductivity; Casting; Electrolyte; Materials science; Chemical engineering; Chemistry; Composite material; Electrochemistry; Organic chemistry; Electrode; Biochemistry","score_opus":0.0028514510740294077,"score_gpt":0.17670648977471096,"score_spread":0.17385503870068156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991418948","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":[0.9750111,0.0029358813,0.0000071662225,0.000031795436,0.00038161487,0.00038750147,0.00002219354,0.000056612942,0.021166151],"genre_scores_gemma":[0.99839497,0.0010708336,0.000037303922,0.000080483536,0.000079512894,0.000024480581,0.0000075588946,0.00005525004,0.0002496293],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99849725,0.00012744349,0.00047274714,0.00020164688,0.00028191335,0.00041899562],"domain_scores_gemma":[0.99896747,0.0004068182,0.000116755735,0.00041713318,0.000030073847,0.000061752224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005595956,0.00030472252,0.00044252462,0.00020007195,0.000028729684,0.000014192487,0.0002480042,0.00018054878,0.00022227137],"category_scores_gemma":[0.000020738482,0.0002039952,0.00012464862,0.00028383068,0.000057166133,0.0000712628,0.000023302242,0.00033714282,0.00015722027],"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":[0.00026730605,0.00010416621,0.000046665496,0.0034855115,0.000021101938,0.0000048614615,0.00020043395,0.19287679,0.80234504,0.000006008929,0.00019416965,0.0004479771],"study_design_scores_gemma":[0.00089610263,0.0008637274,0.000064366766,0.00017446229,0.000028458762,0.0000012224647,0.0000063982,0.10873068,0.8884567,0.0000021015596,0.0005956897,0.00018010859],"about_ca_topic_score_codex":0.000021334392,"about_ca_topic_score_gemma":0.0000045112533,"teacher_disagreement_score":0.086111665,"about_ca_system_score_codex":0.00007109179,"about_ca_system_score_gemma":0.000023391496,"threshold_uncertainty_score":0.8318683},"labels":[],"label_agreement":null},{"id":"W2006195536","doi":"10.1002/fuce.200900204","title":"The Influence of Pt Loading, Support and Nafion Content on the Performance of Direct Methanol Fuel Cells: Examined on the Example of the Cathode","year":2011,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"Industrial Technology Research Institute; National Science Council","keywords":"Nafion; Ionomer; Dielectric spectroscopy; Analytical Chemistry (journal); Cyclic voltammetry; Electrochemistry; Cathode; Direct methanol fuel cell; Materials science; Graphite; Chemical engineering; Crystallite; Methanol; Electrode; Chemistry; Composite material; Chromatography; Organic chemistry; Anode; Polymer","score_opus":0.0348060494454735,"score_gpt":0.1930475875883733,"score_spread":0.1582415381428998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006195536","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":[0.97765833,0.0009875537,0.0000013039668,0.000030127412,0.00051820977,0.0004706229,0.000030146166,0.000024875751,0.02027885],"genre_scores_gemma":[0.99483514,0.0044204933,0.000036385198,0.00005442165,0.000022946411,0.000023960385,9.74368e-7,0.000030413794,0.0005752846],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986983,0.00016056701,0.00044976766,0.00017369947,0.0002661543,0.00025150587],"domain_scores_gemma":[0.9983249,0.0006325258,0.00024406119,0.000682441,0.00008080219,0.000035317757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096844754,0.00021339818,0.00028668996,0.000036538135,0.00009791207,0.000015998408,0.00049147464,0.00011195511,0.00009180536],"category_scores_gemma":[0.000046926638,0.000087832595,0.00008421864,0.00014254879,0.00026754354,0.00004919566,0.000091531845,0.00020941641,0.000016144011],"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":[0.0000984102,0.00006909189,0.00023703167,0.0009752904,0.00011141363,0.0000011215403,0.004594823,0.004403936,0.9884483,0.00042379356,0.00048608216,0.00015070838],"study_design_scores_gemma":[0.00018848777,0.00022374124,0.0034624333,0.00017289333,0.00004938,0.0000014915289,0.00017988466,0.00051795616,0.9918139,0.00006337867,0.0032106496,0.00011577799],"about_ca_topic_score_codex":0.0003782674,"about_ca_topic_score_gemma":0.000011854519,"teacher_disagreement_score":0.019703567,"about_ca_system_score_codex":0.000018836665,"about_ca_system_score_gemma":0.000019450623,"threshold_uncertainty_score":0.35817093},"labels":[],"label_agreement":null},{"id":"W2013738916","doi":"10.1002/fuce.201300092","title":"Performance Analysis of PEM Fuel Cells with Different Electrical Loads","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Ballard Power Systems","keywords":"Proton exchange membrane fuel cell; Total harmonic distortion; Electric power system; Alternating current; Power (physics); Electricity; Electric power; Automotive engineering; Voltage; Battery (electricity); Three-phase; Electrical load; Power factor; Electrical engineering; Nuclear engineering; Materials science; Computer science; Fuel cells; Engineering; Physics; Thermodynamics","score_opus":0.0037292978094178387,"score_gpt":0.1646718782211292,"score_spread":0.16094258041171136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013738916","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":[0.9667266,0.00090281793,0.00056134287,0.000007562653,0.00048516924,0.00014007624,0.000016871223,0.00015391201,0.031005625],"genre_scores_gemma":[0.9964675,0.0023576594,0.00032290726,0.000019034844,0.000084175685,0.000008116968,0.000021100455,0.000045221364,0.0006742846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99871236,0.000038885366,0.00036430563,0.0002404803,0.00025926364,0.000384685],"domain_scores_gemma":[0.9993035,0.00007033594,0.00008129722,0.00037278826,0.00005170993,0.0001203557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013127945,0.0002648274,0.00057708035,0.0002644777,0.000029193701,0.000031484095,0.0002058974,0.00016700884,0.000447738],"category_scores_gemma":[0.000002774317,0.00018994868,0.00014340976,0.00059549004,0.00004651484,0.00006061822,0.00002926222,0.00018020006,0.00009390315],"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":[0.00012272764,0.0002581548,0.0026655567,0.0040915995,0.0020751213,0.000011170856,0.00065209315,0.49893782,0.4881707,0.00006295976,0.0017854513,0.001166647],"study_design_scores_gemma":[0.0008291043,0.00037230342,0.006503609,0.000068117006,0.0014309878,0.0000027272472,0.000014673364,0.45499542,0.5265433,0.000033700897,0.0085846195,0.0006214128],"about_ca_topic_score_codex":0.000013145044,"about_ca_topic_score_gemma":0.0000071832887,"teacher_disagreement_score":0.043942366,"about_ca_system_score_codex":0.000040340576,"about_ca_system_score_gemma":0.000008986736,"threshold_uncertainty_score":0.7745883},"labels":[],"label_agreement":null},{"id":"W2017129329","doi":"10.1002/fuce.201300035","title":"Evaluation of a Cu/YSZ and Ni/YSZ Bilayer Anode for the Direct Utilization of Methane in a Solid‐Oxide Fuel Cell","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Anode; Materials science; Solid oxide fuel cell; Yttria-stabilized zirconia; Methane; Oxide; Chemical engineering; Carbon fibers; Layer (electronics); Bilayer; Hydrogen; Cubic zirconia; Composite material; Metallurgy; Electrode; Chemistry; Membrane; Composite number; Organic chemistry; Ceramic","score_opus":0.05463019513786414,"score_gpt":0.3311715961841678,"score_spread":0.27654140104630365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017129329","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":[0.9598156,0.0050391625,0.020138115,0.00006202041,0.00093196053,0.0023329488,0.00011681705,0.000039506696,0.011523848],"genre_scores_gemma":[0.991229,0.0004724322,0.0076594814,0.00007316278,0.00005671458,0.00011812222,0.000009240309,0.000032544845,0.0003493035],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99734896,0.000477061,0.0006514793,0.0004217148,0.00076911424,0.00033169313],"domain_scores_gemma":[0.99760646,0.0007920636,0.00051022065,0.00053268316,0.0005038237,0.00005473528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005198554,0.00020678557,0.0004147256,0.00013816597,0.000037523307,0.000023634218,0.0003127098,0.0001037282,0.0002377288],"category_scores_gemma":[0.0005868305,0.00016065742,0.00006406639,0.0002822286,0.00018018548,0.0002148228,0.00011883865,0.000072858544,0.000017922295],"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":[0.00009228614,0.00014911951,0.00034600694,0.0006419267,0.000012303997,2.0852842e-7,0.0009347173,0.008555354,0.9873718,0.000088170025,0.0001393169,0.0016688005],"study_design_scores_gemma":[0.001640695,0.00012789998,0.0006954996,0.000072596755,0.00017508281,7.4748164e-7,0.00023264499,0.040348154,0.95005417,0.0042175385,0.002251371,0.00018362507],"about_ca_topic_score_codex":0.00012812443,"about_ca_topic_score_gemma":0.000117863005,"teacher_disagreement_score":0.037317645,"about_ca_system_score_codex":0.00007267715,"about_ca_system_score_gemma":0.00010349053,"threshold_uncertainty_score":0.65514195},"labels":[],"label_agreement":null},{"id":"W2017612547","doi":"10.1002/fuce.201200004","title":"Exergoeconomic Analysis of a Combined Ammonia Based Solid Oxide Fuel Cell System","year":2012,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Exergy; Solid oxide fuel cell; Stack (abstract data type); Capital cost; Heat exchanger; Process engineering; Gas compressor; Exergy efficiency; Environmental science; Materials science; Waste management; Computer science; Engineering; Chemistry; Mechanical engineering; Electrical engineering","score_opus":0.01168834531796849,"score_gpt":0.2460744242361065,"score_spread":0.234386078918138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017612547","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":[0.9745298,0.0012734188,0.00599894,0.000013387951,0.0017672048,0.00054319995,0.00026275206,0.00020281375,0.015408508],"genre_scores_gemma":[0.98086894,0.00004515404,0.017433558,0.00014611802,0.00010887525,0.000053308282,0.000044457967,0.000063220665,0.0012363913],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9966878,0.0002264264,0.0010773193,0.0005816721,0.00046317294,0.00096360024],"domain_scores_gemma":[0.9971635,0.0003060494,0.0008256677,0.0012128646,0.00014368899,0.00034827858],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010441551,0.00041598442,0.0010549979,0.00046959284,0.000086478445,0.00006150889,0.00074380205,0.00016861665,0.0018044328],"category_scores_gemma":[0.000024709037,0.00041423837,0.0003720649,0.00071309676,0.00018020744,0.00043706156,0.00020359269,0.00014243307,0.001794272],"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":[0.00015371885,0.00055371353,0.0040557096,0.0015297489,0.00020092083,0.000008198206,0.00057588395,0.017991917,0.97393763,0.00024096067,0.00073070393,0.000020910105],"study_design_scores_gemma":[0.0013077664,0.00008644066,0.0023030452,0.0000543631,0.0011207681,0.0000012067823,0.00037933592,0.0075654048,0.98218477,0.000038473572,0.004385105,0.0005733136],"about_ca_topic_score_codex":0.00015900448,"about_ca_topic_score_gemma":0.000027564996,"teacher_disagreement_score":0.014172116,"about_ca_system_score_codex":0.00032451586,"about_ca_system_score_gemma":0.00008953315,"threshold_uncertainty_score":0.99983096},"labels":[],"label_agreement":null},{"id":"W2017988630","doi":"10.1002/fuce.200600027","title":"Optimisation of Manufacturing Parameters for an Ni–Ag Fuel Cell Electrode","year":2007,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","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 British Columbia","funders":"","keywords":"Ammonium bicarbonate; Materials science; Electrode; Sintering; Oxide; Metallurgy; Nickel oxide; Nickel; Chemical engineering; Composite material; Analytical Chemistry (journal); Chemistry; Chromatography","score_opus":0.011403756709772537,"score_gpt":0.21267078027888603,"score_spread":0.2012670235691135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017988630","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":[0.9572172,0.0018364122,0.004514775,0.0000090489875,0.0016880404,0.00055343565,0.00003315582,0.00025541364,0.033892527],"genre_scores_gemma":[0.9808908,0.00093442615,0.017542237,0.000023241566,0.000109873356,0.000009971298,0.000040996336,0.00006321223,0.00038521364],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989381,0.000013168428,0.00035117802,0.00018808503,0.00011838506,0.00039109326],"domain_scores_gemma":[0.9995053,0.00006793778,0.00007425287,0.00022751922,0.000030105453,0.00009491818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003142783,0.00018132516,0.00022704322,0.00010475818,0.00002756571,0.00002763238,0.0001380606,0.00018146806,0.000064358836],"category_scores_gemma":[0.0000036630365,0.00017613014,0.0000782849,0.000056627632,0.000021836573,0.000117755015,0.000012366944,0.00010329931,0.000026861968],"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":[0.00006966354,0.00006579128,0.0000059216172,0.0037057574,0.00004334068,0.0000035310916,0.000515371,0.14609024,0.84787077,0.00001144581,0.0008759668,0.0007421901],"study_design_scores_gemma":[0.00044375547,0.00012625137,0.00004055007,0.00001825016,0.000034040073,0.0000017021035,0.000058078844,0.0029610218,0.9886411,0.0004726848,0.0069884392,0.00021413673],"about_ca_topic_score_codex":0.000027364975,"about_ca_topic_score_gemma":0.000008976025,"teacher_disagreement_score":0.14312921,"about_ca_system_score_codex":0.00004585537,"about_ca_system_score_gemma":0.000008517847,"threshold_uncertainty_score":0.7182379},"labels":[],"label_agreement":null},{"id":"W2025979736","doi":"10.1002/fuce.200900171","title":"Conductive Materials for Proton Exchange Membrane Fuel Cell Bipolar Plates Made from PVDF, PET and Co‐continuous PVDF/PET Filled with Carbon Additives","year":2010,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; Université Laval","funders":"","keywords":"Materials science; Crystallinity; Composite material; Polyvinylidene fluoride; Polyethylene terephthalate; Carbon black; Electrical resistivity and conductivity; Extrusion; Graphite; Proton exchange membrane fuel cell; Polyethylene; Electrical conductor; Chemical engineering; Polymer; Fuel cells; Natural rubber","score_opus":0.00541089050606048,"score_gpt":0.18741992227788337,"score_spread":0.1820090317718229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025979736","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":[0.97721356,0.005171002,0.000005781818,0.000032914064,0.0019523798,0.002731143,0.003727183,0.0003361635,0.008829876],"genre_scores_gemma":[0.9858676,0.0063037835,0.003532249,0.00006349061,0.00068023306,0.00079565536,0.000739752,0.000275829,0.0017414027],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99803686,0.00006906514,0.0004572804,0.0005778656,0.00024239402,0.0006165071],"domain_scores_gemma":[0.99888325,0.00022499789,0.00018113048,0.00038583623,0.000121953955,0.0002028519],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028419652,0.00056341983,0.00078978844,0.00013751863,0.00008967456,0.0001942474,0.00021872517,0.00022862632,0.0017496358],"category_scores_gemma":[0.000023487091,0.00045771885,0.00007228627,0.00009395173,0.00017062602,0.0002073124,0.00005825593,0.000321171,0.000056296452],"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":[0.00026651012,0.00006898157,0.000017439603,0.0054596686,0.00017479871,0.000085375555,0.0012602761,0.000090914,0.9917424,0.0000040226664,0.00080454664,0.000025102145],"study_design_scores_gemma":[0.0024308455,0.00024713157,0.000062081665,0.00013516449,0.00014553107,0.00003812987,0.00028100374,0.0005076702,0.943284,0.0002106179,0.0519832,0.00067464105],"about_ca_topic_score_codex":0.0003055264,"about_ca_topic_score_gemma":0.000048843813,"teacher_disagreement_score":0.051178653,"about_ca_system_score_codex":0.000032938813,"about_ca_system_score_gemma":0.00003380418,"threshold_uncertainty_score":0.99978745},"labels":[],"label_agreement":null},{"id":"W2027727830","doi":"10.1002/fuce.200400050","title":"Aspects of the Chemical Degradation of PFSA Ionomers used in PEM Fuel Cells","year":2004,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":373,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McMaster University","keywords":"Degradation (telecommunications); Ionomer; Chemical engineering; Membrane; Proton exchange membrane fuel cell; In situ; Chemical decomposition; Chemical structure; Chemistry; Mass spectrometry; Materials science; Chemical reaction; Polymer; Organic chemistry; Chromatography","score_opus":0.007232726869083168,"score_gpt":0.18139538813415018,"score_spread":0.17416266126506702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027727830","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":[0.97539014,0.0009819419,0.0000314346,0.000036933405,0.0010102312,0.00024257459,0.000021266727,0.000044822336,0.022240637],"genre_scores_gemma":[0.9988198,0.00057218695,0.00041775822,0.0000100484085,0.000037887366,0.0000043951018,0.0000069487496,0.000028273973,0.00010265335],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990864,0.000021202419,0.00038845825,0.00013902246,0.00016368559,0.00020127305],"domain_scores_gemma":[0.9995539,0.000035509944,0.00009034718,0.000250604,0.000027039185,0.000042561645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012255395,0.00014459596,0.00025565986,0.000075178374,0.000009775285,0.000009632086,0.00019443507,0.0001639575,0.00011705296],"category_scores_gemma":[0.0000076162073,0.00011314771,0.00008882029,0.00024265554,0.00006005086,0.00006041243,0.000035743135,0.00014528562,0.000036884318],"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":[0.000007799393,0.000055739274,0.00003448281,0.00096562936,0.000018769444,0.0000025135457,0.00041150418,0.052413873,0.9458285,0.00015131358,0.0000808236,0.00002906188],"study_design_scores_gemma":[0.00068487565,0.000015923713,0.00022596898,0.00010283404,0.000017746224,0.0000012192546,0.00006180708,0.00032811298,0.9968475,0.0010107532,0.00057591364,0.00012733386],"about_ca_topic_score_codex":0.000074449454,"about_ca_topic_score_gemma":0.000014731315,"teacher_disagreement_score":0.05208576,"about_ca_system_score_codex":0.0000800346,"about_ca_system_score_gemma":0.000035198318,"threshold_uncertainty_score":0.46140298},"labels":[],"label_agreement":null},{"id":"W2028550128","doi":"10.1002/fuce.201000181","title":"Spatially Resolved Voltage, Current and Electrochemical Impedance Spectroscopy Measurements","year":2011,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Bundesministerium für Bildung und Forschung","keywords":"Chronoamperometry; Dielectric spectroscopy; Cyclic voltammetry; Electrical impedance; Analytical Chemistry (journal); Current (fluid); Materials science; Flexibility (engineering); Voltage; Voltammetry; Electrochemistry; Chemistry; Electrode; Electrical engineering; Chromatography; Engineering","score_opus":0.023234943007883313,"score_gpt":0.21850249969349983,"score_spread":0.19526755668561652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028550128","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":[0.7300716,0.065768175,0.0090667335,0.00001850786,0.006812738,0.0010074488,0.00003183604,0.0011738377,0.18604915],"genre_scores_gemma":[0.98836976,0.007759355,0.003420433,0.000020530146,0.00021358018,0.000015821588,0.000009142142,0.000062394436,0.00012898199],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99898636,0.000015797077,0.00023815564,0.00022656648,0.00016337499,0.00036972735],"domain_scores_gemma":[0.9996014,0.000011621585,0.00003562398,0.00019713257,0.00003290872,0.0001212711],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012640278,0.00020454738,0.00020778246,0.00004443692,0.000031814834,0.000030624564,0.00013167119,0.00011001564,0.00028478383],"category_scores_gemma":[0.000007606699,0.00018734079,0.000042002648,0.000073112285,0.000036763344,0.00006560024,0.00003504099,0.00019248496,0.00013287556],"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":[0.00002599607,0.00003466009,0.000077627876,0.0004939586,0.00003144495,0.000005672382,0.0002117458,0.00001794261,0.99783427,0.00001100933,0.0009528422,0.00030283802],"study_design_scores_gemma":[0.00036439695,0.00004934173,0.00015196692,0.000049601324,0.00003001767,0.0000038142107,0.0000037248456,0.0006294345,0.9892551,0.0005888273,0.008629168,0.00024464555],"about_ca_topic_score_codex":0.000012818754,"about_ca_topic_score_gemma":0.00000474335,"teacher_disagreement_score":0.2582982,"about_ca_system_score_codex":0.00004105129,"about_ca_system_score_gemma":0.000014250186,"threshold_uncertainty_score":0.76395357},"labels":[],"label_agreement":null},{"id":"W2036142233","doi":"10.1002/fuce.200300004","title":"A Review of Mathematical Models for Hydrogen and Direct Methanol Polymer Electrolyte Membrane Fuel Cells","year":2004,"lang":"en","type":"review","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":115,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"DuPont (Canada); Royal Military College of Canada; Queen's University","funders":"","keywords":"Electrolyte; Fuel cells; Membrane; Methanol fuel; Hydrogen; Proton exchange membrane fuel cell; Electrochemistry; Polymer; Materials science; Diffusion; Transport phenomena; Mathematical model; Methanol; Chemical engineering; Chemistry; Computer science; Mechanics; Thermodynamics; Electrode; Engineering; Physics; Organic chemistry; Composite material","score_opus":0.01997202283045706,"score_gpt":0.2525515006234885,"score_spread":0.23257947779303145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036142233","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":[7.175765e-7,0.9809862,0.00022118175,0.000006590135,0.0004183468,0.0024334807,0.0003909034,0.00018144658,0.0153611265],"genre_scores_gemma":[0.0000091812235,0.996566,0.0015846125,0.00004556224,0.00014218745,0.00032895344,0.00010259481,0.0003046062,0.00091631524],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968537,0.0001193748,0.0015025778,0.0005721055,0.00027521583,0.00067703024],"domain_scores_gemma":[0.9983584,0.00032810535,0.00037497346,0.00065539463,0.000066511566,0.00021657244],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006112377,0.00089823257,0.0039408966,0.00021278758,0.000032892138,0.000039565966,0.00040277743,0.00074726634,0.00029868496],"category_scores_gemma":[0.000017751905,0.00069557,0.0009160989,0.00030199368,0.00007690509,0.0001029315,0.0000850204,0.00036218675,0.0001216584],"study_design_candidate":"systematic_review","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":[0.0000051079,0.00005374245,3.5851516e-10,0.98666734,0.00062617654,0.000008545999,0.000046212335,0.0002812129,0.0033402534,0.00009981473,0.00054733944,0.00832424],"study_design_scores_gemma":[0.00047760623,0.00009171458,3.8164097e-10,0.1889421,0.0040401784,0.00006050161,0.000001758851,0.0007993118,0.05546503,0.0016966087,0.7473953,0.0010299202],"about_ca_topic_score_codex":0.000006535696,"about_ca_topic_score_gemma":3.535838e-7,"teacher_disagreement_score":0.79772526,"about_ca_system_score_codex":0.00009617051,"about_ca_system_score_gemma":0.00013543031,"threshold_uncertainty_score":0.99954957},"labels":[],"label_agreement":null},{"id":"W2040727247","doi":"10.1002/fuce.201400044","title":"Sulfonated Polyethersulfone (SPES) – Charged Surface Modifying Macromolecules (cSMMs) Blends as a Cation Selective Membrane for Fuel Cells","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; University Grants Commission","keywords":"Membrane; Chemical engineering; Conductivity; Nafion; Sulfuric acid; Materials science; Direct methanol fuel cell; Proton exchange membrane fuel cell; Methanol; Electrochemistry; Chemistry; Polymer chemistry; Inorganic chemistry; Organic chemistry; Electrode; Physical chemistry","score_opus":0.00731871654815157,"score_gpt":0.205591853349133,"score_spread":0.1982731368009814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040727247","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":[0.8670617,0.009600233,0.008371635,0.00027773873,0.007844534,0.0029629017,0.0004988307,0.0021706845,0.10121175],"genre_scores_gemma":[0.9915425,0.002662803,0.0024120354,0.00010662529,0.00029654705,0.00006249588,0.00015548531,0.00022113431,0.002540359],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9976858,0.00012099931,0.00054420624,0.0005569971,0.00029869427,0.000793307],"domain_scores_gemma":[0.99879104,0.000233898,0.00015413301,0.0004281815,0.00018662553,0.000206126],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051247183,0.00051273097,0.0005860012,0.0001548282,0.00014267403,0.00013573383,0.00032059368,0.00044701673,0.00032611733],"category_scores_gemma":[0.00003654579,0.0005087435,0.00018338968,0.00036267095,0.000058226975,0.00018606454,0.000047471498,0.00029628247,0.0005727621],"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":[0.00009819442,0.000058739373,0.0000020198568,0.002295517,0.0001605494,0.000005908361,0.0010749869,0.053139593,0.9418129,0.00014835251,0.0010644174,0.00013887149],"study_design_scores_gemma":[0.0015052127,0.00012938229,0.000006120136,0.000082539686,0.00010438523,0.000008361881,0.000090009795,0.048637185,0.92701876,0.0011403122,0.020644382,0.0006333185],"about_ca_topic_score_codex":0.00019123584,"about_ca_topic_score_gemma":0.000020574129,"teacher_disagreement_score":0.12448082,"about_ca_system_score_codex":0.0001400928,"about_ca_system_score_gemma":0.00005788959,"threshold_uncertainty_score":0.9997364},"labels":[],"label_agreement":null},{"id":"W2046463838","doi":"10.1002/fuce.200900076","title":"Sulphonated Biphenylated Poly(aryl ether ketone)s for Fuel Cell Applications","year":2009,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","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":"National Research Council Canada","funders":"Fuel Cell Technologies Program; People's Government of Jilin Province; National Natural Science Foundation of China; U.S. Department of Energy","keywords":"Peek; Ether; Ketone; Membrane; Polymer chemistry; Aryl; Thermal stability; Methanol; Chemistry; Biphenyl; Direct methanol fuel cell; Materials science; Organic chemistry; Polymer; Electrode; Alkyl; Physical chemistry","score_opus":0.0063799093722902754,"score_gpt":0.19950029640626388,"score_spread":0.1931203870339736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046463838","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027582932,0.22518887,0.02450444,0.0010691757,0.0070764706,0.0076964973,0.0010719892,0.006531479,0.6992782],"genre_scores_gemma":[0.9786005,0.0076355073,0.005734445,0.00032806213,0.00038802315,0.00016261393,0.00022129659,0.00015192796,0.0067775976],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986715,0.0000143349325,0.00038783604,0.00030541234,0.0001366387,0.0004843337],"domain_scores_gemma":[0.99925935,0.00006267194,0.00006391895,0.00038722856,0.00007666904,0.00015015989],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012420595,0.0002981145,0.00029930272,0.00011930498,0.00007368844,0.00006789178,0.0002477133,0.00033952095,0.0005118152],"category_scores_gemma":[0.0000033570052,0.00027982055,0.00012884654,0.00029333297,0.0000306516,0.0000888211,0.000017498636,0.00018277836,0.000510828],"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":[0.000057193636,0.00025134548,0.00000563518,0.0036750908,0.000098639284,0.00000967753,0.0005114368,0.019175194,0.95144314,0.00012518713,0.02232151,0.002325954],"study_design_scores_gemma":[0.0012002533,0.00009342234,0.000055017164,0.000030963973,0.00007452915,0.0000040722884,0.00003276623,0.007322823,0.32065797,0.0040639546,0.6658724,0.0005918367],"about_ca_topic_score_codex":0.000015741807,"about_ca_topic_score_gemma":0.0000021425692,"teacher_disagreement_score":0.9510176,"about_ca_system_score_codex":0.000049901286,"about_ca_system_score_gemma":0.000017083601,"threshold_uncertainty_score":0.99996537},"labels":[],"label_agreement":null},{"id":"W2046530704","doi":"10.1002/fuce.200290001","title":"Fuel Cell Operation with Oxygen Enrichment","year":2002,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Ballard Power Systems","keywords":"Proton exchange membrane fuel cell; Stack (abstract data type); Renewable energy; Hydrogen fuel; Oxygen; Hydrogen; Power to gas; Hydrogen fuel enhancement; Unitized regenerative fuel cell; Process engineering; Pressure swing adsorption; High-pressure electrolysis; Electricity generation; Electrolysis; Environmental science; Nuclear engineering; Materials science; Chemical engineering; Chemistry; Fuel cells; Computer science; Power (physics); Electrical engineering; Thermodynamics; Electrode; Engineering","score_opus":0.006708007284438813,"score_gpt":0.1593525242682162,"score_spread":0.15264451698377737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046530704","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050500322,0.022734666,0.00032630115,0.00010681406,0.0020386686,0.0005351375,0.00002527461,0.0006372708,0.9230955],"genre_scores_gemma":[0.98187625,0.008228731,0.0014961468,0.00009578751,0.00017752724,0.00002064519,0.000014955462,0.000058505153,0.00803147],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920523,0.00001633023,0.0001883221,0.00017683864,0.0001498936,0.00026337162],"domain_scores_gemma":[0.99961156,0.000012798512,0.000024561006,0.0002172637,0.000022621236,0.000111178706],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005945572,0.0001821281,0.00015826314,0.000050200262,0.000037284706,0.0000712554,0.00010793074,0.000113291986,0.0034083498],"category_scores_gemma":[9.574106e-7,0.0001423795,0.00003345867,0.00009238135,0.000016942517,0.00010197084,0.000017530172,0.00010808921,0.002096314],"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":[0.000025172816,0.00031389287,0.000039867893,0.006150119,0.0001513713,0.00013481893,0.00334092,0.42033663,0.47730586,0.000056799334,0.09157788,0.0005666679],"study_design_scores_gemma":[0.0018358135,0.00025419655,0.000081432816,0.000071762035,0.0000904965,0.00001968173,0.00012166924,0.06460037,0.28392297,0.000116986135,0.6479193,0.00096534705],"about_ca_topic_score_codex":0.000009607312,"about_ca_topic_score_gemma":0.0000028168802,"teacher_disagreement_score":0.9313759,"about_ca_system_score_codex":0.000047142796,"about_ca_system_score_gemma":0.0000052197465,"threshold_uncertainty_score":0.99868065},"labels":[],"label_agreement":null},{"id":"W2049792014","doi":"10.1002/fuce.201200228","title":"Simultaneous Determination of the Permeability of a Nafion Membrane to Formic Acid and Water","year":2013,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Formic acid; Membrane; Diffusion; Nafion; Chemistry; Conductivity; Analytical Chemistry (journal); Inorganic chemistry; Chromatography; Thermodynamics; Electrochemistry; Physical chemistry; Physics; Biochemistry; Electrode","score_opus":0.0038150201237408593,"score_gpt":0.17516665724873354,"score_spread":0.17135163712499268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049792014","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":[0.9970441,0.00016882317,0.000047832338,0.000032408923,0.00025538533,0.00031641615,0.000008181138,0.00002383914,0.0021030405],"genre_scores_gemma":[0.999384,0.00011278276,0.00031045056,0.000011576234,0.000014461081,0.0000066370567,0.000001753871,0.000013411855,0.00014492898],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99949867,0.000017057031,0.0002000567,0.00008359887,0.000080784506,0.00011984683],"domain_scores_gemma":[0.99969774,0.00003274121,0.00002353985,0.00016559569,0.000047836686,0.00003256248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000080117105,0.00008182106,0.00013805652,0.00002738841,0.000016064098,0.000010309684,0.00008273399,0.00007789082,0.000220192],"category_scores_gemma":[0.000012748686,0.0000465902,0.00003335689,0.00004005265,0.000031773838,0.000053957494,0.000041666546,0.00004426316,0.000035966983],"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":[0.000004478999,0.000010718702,0.000009119988,0.001179446,0.0000050204158,3.497982e-7,0.00066000293,0.0033392096,0.9939157,0.0000011032463,0.000017648583,0.00085724733],"study_design_scores_gemma":[0.000118647964,0.00003074527,0.00010666004,0.000030412242,0.000011206726,0.0000027486947,0.00003237966,0.009410138,0.98957694,0.00017708188,0.0004373892,0.000065678454],"about_ca_topic_score_codex":0.00003565232,"about_ca_topic_score_gemma":0.0000037853558,"teacher_disagreement_score":0.0060709286,"about_ca_system_score_codex":0.000013278487,"about_ca_system_score_gemma":0.0000023635826,"threshold_uncertainty_score":0.2410948},"labels":[],"label_agreement":null},{"id":"W2050231726","doi":"10.1002/fuce.200700020","title":"Distortions in Electrochemical Impedance Spectroscopy Measurements Using 3‐Electrode Methods in SOFC. II. Effect of Electrode Activity and Relaxation Times","year":2007,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrode; Dielectric spectroscopy; Overpotential; Materials science; Electrical impedance; Anode; Cathode; Reference electrode; Analytical Chemistry (journal); Solid oxide fuel cell; Galvanic cell; Standard hydrogen electrode; Electrode potential; Electrochemistry; Chemistry; Electrical engineering","score_opus":0.01993576158229163,"score_gpt":0.35779630481470676,"score_spread":0.3378605432324151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050231726","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":[0.9109279,0.0007619696,0.08676849,0.000011118891,0.00019736895,0.0004919638,0.000003838555,0.000036696012,0.0008006385],"genre_scores_gemma":[0.9046797,0.00008616991,0.095038116,0.000017698676,0.000055407014,0.00001902362,0.000004096832,0.000033448818,0.0000662999],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99706286,0.00045862747,0.00060981954,0.0006137055,0.0004321799,0.00082279404],"domain_scores_gemma":[0.9986697,0.0004241979,0.00039243366,0.00035739492,0.000060986087,0.00009533261],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0032907284,0.00030154,0.00053528894,0.00025670754,0.00008837954,0.000021700076,0.00023506675,0.0001553165,0.00008270726],"category_scores_gemma":[0.00027407138,0.00030417705,0.000061759296,0.0005814649,0.0001399437,0.00035067336,0.00011000055,0.00035131938,0.0000068297704],"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":[0.00040165047,0.00014744511,0.0038487872,0.00012743592,0.000008052371,0.0000038121823,0.00017213383,0.00014298073,0.994692,0.000026457497,0.000009081016,0.00042016408],"study_design_scores_gemma":[0.00085120916,0.00033243923,0.0026449189,0.000061573846,0.000029811978,0.000006138185,0.000010148259,0.00074422464,0.9942576,0.0007655754,0.000043942357,0.0002523977],"about_ca_topic_score_codex":0.00014536019,"about_ca_topic_score_gemma":0.00020100431,"teacher_disagreement_score":0.008269619,"about_ca_system_score_codex":0.00079226546,"about_ca_system_score_gemma":0.00008563918,"threshold_uncertainty_score":0.99994105},"labels":[],"label_agreement":null},{"id":"W2053902023","doi":"10.1002/fuce.201200231","title":"Influence of Experimental Conditions on Reliability of Carbon Tolerance Studies on Ni/YSZ SOFC Anodes Operated with Methane","year":2013,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anode; Current collector; Materials science; Carbon fibers; Yttria-stabilized zirconia; Methane; Chemical engineering; Current (fluid); Composite material; Analytical Chemistry (journal); Electrode; Chemistry; Cubic zirconia; Environmental chemistry; Ceramic; Electrical engineering; Organic chemistry; Electrolyte","score_opus":0.01852886316580571,"score_gpt":0.29739240934841676,"score_spread":0.27886354618261106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053902023","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":[0.99607074,0.0003786672,0.000005837453,0.000028071596,0.00031435274,0.0007298597,0.000081545775,0.000048327587,0.0023425762],"genre_scores_gemma":[0.9966965,0.0000568959,0.0024940558,0.00016051957,0.000027528065,0.00014421185,0.000006242709,0.000025908801,0.00038818538],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978774,0.00017415664,0.0006038601,0.0005111149,0.0005116259,0.00032182148],"domain_scores_gemma":[0.9980167,0.00028129452,0.00038112298,0.000687469,0.00055172923,0.00008169591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030030112,0.00027900477,0.00053698383,0.00007810241,0.000057710626,0.000016506156,0.00033949033,0.000069412985,0.00040404778],"category_scores_gemma":[0.00013863873,0.0002135688,0.000038527913,0.0002597824,0.00069620524,0.00028114315,0.00010423196,0.00012192909,0.00012291959],"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":[0.00013719889,0.0003810816,0.00048300484,0.00015859817,0.000018398483,0.0000028650275,0.001139142,0.08258989,0.9148857,0.00009251358,0.00010779485,0.000003841599],"study_design_scores_gemma":[0.00068437925,0.0008712893,0.0013778546,0.0002348154,0.00001741387,0.0000010267412,0.0009266883,0.00009235165,0.9952786,0.00024963263,0.00004399994,0.00022195057],"about_ca_topic_score_codex":0.00023710735,"about_ca_topic_score_gemma":0.0000072480175,"teacher_disagreement_score":0.08249754,"about_ca_system_score_codex":0.00011188928,"about_ca_system_score_gemma":0.00006622986,"threshold_uncertainty_score":0.8709083},"labels":[],"label_agreement":null},{"id":"W2056041210","doi":"10.1002/fuce.201400118","title":"Humidity and Temperature Cycling Effects on Cracks and Delaminations in PEMFCs","year":2015,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Universitat de Girona","keywords":"Materials science; Anode; Composite material; Cathode; Relative humidity; Delamination (geology); Proton exchange membrane fuel cell; Humidity; Membrane; Electrode; Electrical engineering; Chemistry; Meteorology","score_opus":0.0070511073525966255,"score_gpt":0.19529525597863925,"score_spread":0.18824414862604263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056041210","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":[0.98395354,0.0041415025,0.0000044990093,0.000040753253,0.0008026505,0.00014602995,0.000006544415,0.00007797306,0.010826486],"genre_scores_gemma":[0.99768645,0.0016412712,0.000268637,0.00003601626,0.00009951977,0.0000069486896,0.0000063522343,0.000020651747,0.00023417776],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995096,0.000028659788,0.00011514419,0.00013069993,0.00007208548,0.00014382109],"domain_scores_gemma":[0.99970907,0.00008486616,0.000013418928,0.00009018085,0.000017856877,0.00008458478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015188608,0.000115340146,0.00013823487,0.00006990108,0.00002585432,0.000057288296,0.00003579033,0.00015485157,0.000008604239],"category_scores_gemma":[0.000026399099,0.00010110786,0.000011246641,0.000072644536,0.000018203364,0.00007021417,0.000020608486,0.00017194619,0.000023274308],"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":[0.0000656725,0.000179543,0.0015434462,0.008828929,0.000096661846,0.0003445065,0.0072465637,0.06585156,0.89762723,0.0003025092,0.01477544,0.00313792],"study_design_scores_gemma":[0.0060158838,0.0005145947,0.01801968,0.0011412834,0.00012081025,0.000060874005,0.0005439228,0.024450896,0.9010282,0.0061906036,0.040161017,0.0017522108],"about_ca_topic_score_codex":0.000010077697,"about_ca_topic_score_gemma":0.000009184602,"teacher_disagreement_score":0.041400664,"about_ca_system_score_codex":0.000024323319,"about_ca_system_score_gemma":0.0000060294674,"threshold_uncertainty_score":0.4123059},"labels":[],"label_agreement":null},{"id":"W2058013149","doi":"10.1002/fuce.200400086","title":"Effect of Deposition Conditions on Pt‐YSZ Cermet Anodes Made by PEVD","year":2005,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cermet; Yttria-stabilized zirconia; Materials science; Deposition (geology); Anode; Chemical engineering; Metallurgy; Cubic zirconia; Chemistry; Ceramic; Electrode; Geology; Physical chemistry","score_opus":0.005715590060856022,"score_gpt":0.2708276438298529,"score_spread":0.2651120537689969,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058013149","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":[0.9762961,0.00038129537,0.0013242306,0.00009619316,0.0006879653,0.00052208506,0.00049490924,0.00012148581,0.020075737],"genre_scores_gemma":[0.9929337,0.000083579645,0.0037182793,0.00031619458,0.00017835446,0.0000505962,0.0000944829,0.000037129925,0.0025877142],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99814475,0.00024675627,0.0003930514,0.0004013016,0.00041998574,0.00039414415],"domain_scores_gemma":[0.9987805,0.0003748823,0.00023020567,0.0004490365,0.000055788783,0.00010960504],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040079706,0.00024639856,0.00031911393,0.000087225846,0.00010702573,0.000043377153,0.00030362318,0.00010556567,0.0029308456],"category_scores_gemma":[0.000044279837,0.00022234063,0.00009205776,0.00014741642,0.00017188075,0.00029383198,0.00006989391,0.00012291656,0.0020592224],"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":[0.00008118968,0.00015231389,0.00004926735,0.00016977673,0.00000869459,0.000004035195,0.00009602242,0.001390935,0.9851278,0.000114568924,0.01229929,0.00050608185],"study_design_scores_gemma":[0.0007021686,0.0004973297,0.000063508596,0.00006081007,0.000040497023,0.000004556919,0.000017177756,0.0001224148,0.9879906,0.00017745787,0.010115045,0.00020838925],"about_ca_topic_score_codex":0.00001714635,"about_ca_topic_score_gemma":0.0000033377348,"teacher_disagreement_score":0.017488021,"about_ca_system_score_codex":0.00011625727,"about_ca_system_score_gemma":0.0000186416,"threshold_uncertainty_score":0.9987178},"labels":[],"label_agreement":null},{"id":"W2070458366","doi":"10.1002/fuce.200400087","title":"Modeling Methanol Crossover by Diffusion and Electro‐Osmosis in a Flowing Electrolyte Direct Methanol Fuel Cell","year":2005,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","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":"FuelCell Energy (Canada); Carleton University","funders":"","keywords":"Electrolyte; Direct methanol fuel cell; Cathode; Anode; Methanol; Diffusion; Chemistry; Chemical engineering; Methanol fuel; Materials science; Analytical Chemistry (journal); Thermodynamics; Chromatography; Electrode; Organic chemistry; Physical chemistry","score_opus":0.003706860065954676,"score_gpt":0.18176397859967794,"score_spread":0.17805711853372327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070458366","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":[0.8993177,0.06603082,0.0008506141,0.000059602407,0.0005088834,0.0004641629,0.000030257335,0.0004189697,0.03231903],"genre_scores_gemma":[0.97358733,0.023667738,0.0015211689,0.00010119593,0.00016625396,0.000037431153,0.000018506795,0.00012706427,0.00077331456],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99785644,0.00007914857,0.0005110493,0.00048032636,0.00024767005,0.0008253734],"domain_scores_gemma":[0.9994177,0.0000820181,0.000033751687,0.0002838961,0.000028656385,0.00015398244],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035691477,0.00042908333,0.00053217815,0.00020856365,0.00006884516,0.0001363407,0.00019461788,0.0003607178,0.00015919283],"category_scores_gemma":[0.0000092277805,0.0004064181,0.00011401895,0.0002990114,0.00002415142,0.0002737606,0.0000742395,0.00042302522,0.00008807019],"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":[0.00003819971,0.00006487999,0.000010680848,0.00071981986,0.00004111987,0.000008555559,0.0004982765,0.083757676,0.9138139,0.0000014060961,0.0006035078,0.00044200706],"study_design_scores_gemma":[0.00096640247,0.000038608803,0.0000027403823,0.000053493488,0.000046861434,0.0000035265703,0.000017070932,0.3818491,0.6067502,0.00008813893,0.00977048,0.000413383],"about_ca_topic_score_codex":0.0001185156,"about_ca_topic_score_gemma":0.000025094992,"teacher_disagreement_score":0.30706367,"about_ca_system_score_codex":0.00014868923,"about_ca_system_score_gemma":0.000017939628,"threshold_uncertainty_score":0.99983877},"labels":[],"label_agreement":null},{"id":"W2071628616","doi":"10.1002/fuce.200400072","title":"Modelling and Analysis of Electro‐chemical, Thermal, and Reactant Flow Dynamics for a PEM Fuel Cell System","year":2005,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":171,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Stack (abstract data type); Electrolyte; MATLAB; Computer science; Computation; System dynamics; Fuel cells; Flow (mathematics); Thermal; Transport phenomena; Transient (computer programming); Steady state (chemistry); Energy balance; Mechanics; Biological system; Nuclear engineering; Chemistry; Thermodynamics; Chemical engineering; Algorithm; Electrode; Engineering; Physics; Physical chemistry","score_opus":0.005409419337039791,"score_gpt":0.17507861915801062,"score_spread":0.16966919982097084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071628616","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":[0.9529071,0.0213689,0.012302611,0.000023254672,0.00029232333,0.00043693383,0.00026560412,0.00019687775,0.012206432],"genre_scores_gemma":[0.98506236,0.0039059005,0.010746986,0.0000067494707,0.00007807702,0.0000103288185,0.00005100961,0.00004523744,0.00009337521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905103,0.000013973469,0.0003515457,0.00021859002,0.00009482839,0.0002700154],"domain_scores_gemma":[0.9995389,0.00007444553,0.00007291545,0.00018591381,0.000043649434,0.00008420043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015603338,0.00019335808,0.00043691506,0.0001396273,0.000025039788,0.000041491494,0.000081407314,0.00017889477,0.000019822226],"category_scores_gemma":[0.0000017172672,0.00017208859,0.0000991627,0.00017905147,0.00002893639,0.00006682106,0.000023451468,0.00009604651,0.0000035674218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026255719,0.000024792449,0.0000066561547,0.0042852634,0.00032523272,0.0000013131418,0.0003172884,0.7292458,0.26548958,0.000029311777,0.00008655846,0.00016197619],"study_design_scores_gemma":[0.00031036907,0.000022844346,0.0000015739164,0.000036134315,0.0006083634,0.0000022048966,0.000058988513,0.92659086,0.07121112,0.000020977277,0.00095331966,0.00018327184],"about_ca_topic_score_codex":0.000017995335,"about_ca_topic_score_gemma":0.0000042032207,"teacher_disagreement_score":0.19734505,"about_ca_system_score_codex":0.000062058476,"about_ca_system_score_gemma":0.0000081737135,"threshold_uncertainty_score":0.7017569},"labels":[],"label_agreement":null},{"id":"W2075060500","doi":"10.1002/fuce.200400054","title":"Dynamic Modelling and Simulation of a Fuel Cell Generator","year":2004,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Stack (abstract data type); Capacitance; PID controller; Control theory (sociology); Generator (circuit theory); Inverter; Automotive engineering; Power (physics); Voltage; Materials science; Nuclear engineering; Computer science; Electrical engineering; Fuel cells; Engineering; Mechanical engineering; Chemistry; Chemical engineering; Physics; Thermodynamics; Temperature control; Electrode","score_opus":0.0070280723889982345,"score_gpt":0.18957179225577403,"score_spread":0.18254371986677578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075060500","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":[0.94105583,0.01872012,0.027180016,0.000009415997,0.0008330955,0.0002310284,0.000031849246,0.00017786757,0.011760746],"genre_scores_gemma":[0.9896606,0.0042137518,0.005931704,0.000009267585,0.00003189608,0.0000023972457,0.00000778828,0.000034965746,0.00010762943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994102,0.000007901174,0.00021773427,0.0001259346,0.00008353115,0.00015468712],"domain_scores_gemma":[0.9997414,0.000018476583,0.00003564355,0.00012506629,0.000025943968,0.000053495587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006134007,0.00012466231,0.00016275179,0.000057084282,0.000018240617,0.000020114112,0.00005174478,0.00012158396,0.000038147507],"category_scores_gemma":[0.0000010201957,0.00011844626,0.000033533663,0.000070688315,0.00002012298,0.00006731323,0.00001591998,0.00007182922,0.00003376136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036685421,0.000014270214,0.0000010178625,0.0014497918,0.000009319473,0.000002793048,0.00027668077,0.88594055,0.11227003,0.0000063645225,0.0000067988285,0.000018699455],"study_design_scores_gemma":[0.00045818058,0.000021372041,0.0000028607271,0.000034738678,0.000020566535,9.571055e-7,0.000017393333,0.91701883,0.08013289,0.0011693086,0.0009763009,0.00014662731],"about_ca_topic_score_codex":0.00001497201,"about_ca_topic_score_gemma":0.0000017339926,"teacher_disagreement_score":0.04860474,"about_ca_system_score_codex":0.000030576175,"about_ca_system_score_gemma":0.000010692138,"threshold_uncertainty_score":0.48300985},"labels":[],"label_agreement":null},{"id":"W2079839669","doi":"10.1002/fuce.200700019","title":"Distortions in Electrochemical Impedance Spectroscopy Measurements Using 3‐Electrode Methods in SOFC. I – Effect of Cell Geometry","year":2007,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Electrode; Dielectric spectroscopy; Materials science; Anode; Cathode; Electrical impedance; Overpotential; Solid oxide fuel cell; Equivalent circuit; Electrochemistry; Reference electrode; Analytical Chemistry (journal); Electrochemical cell; Chemistry; Electrical engineering; Voltage","score_opus":0.02291420836785697,"score_gpt":0.36418693429418236,"score_spread":0.3412727259263254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079839669","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":[0.8715015,0.0010783654,0.12421517,0.0000032859202,0.0005229999,0.00048243732,0.000006766531,0.000037916307,0.0021515754],"genre_scores_gemma":[0.7877725,0.00005041126,0.21192273,0.000031905867,0.00007783569,0.000016512991,0.0000051725124,0.000045153294,0.00007781585],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9961094,0.00043747592,0.0009936334,0.00068604434,0.0006124793,0.0011609326],"domain_scores_gemma":[0.9982763,0.0005698286,0.00039170912,0.00055102544,0.000073652525,0.00013749194],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0042472077,0.00036303484,0.000667135,0.00043742475,0.000050519997,0.000023868923,0.00051421387,0.0001766406,0.00027054356],"category_scores_gemma":[0.00019709129,0.00036783438,0.0001150524,0.0011084287,0.00014965131,0.00023978775,0.00012996134,0.00040104578,0.000046171168],"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":[0.00022657496,0.00021969488,0.0063239993,0.000263134,0.0000053964213,0.00001418767,0.00011999199,0.00034817297,0.9923503,0.000007671006,0.000015017559,0.00010588442],"study_design_scores_gemma":[0.0010821103,0.00021067745,0.0007370834,0.000068202484,0.000026841075,0.000004277627,0.000028735698,0.00022695522,0.99689096,0.00030517252,0.000105903135,0.00031305503],"about_ca_topic_score_codex":0.00009902114,"about_ca_topic_score_gemma":0.00008091061,"teacher_disagreement_score":0.087707564,"about_ca_system_score_codex":0.0009498826,"about_ca_system_score_gemma":0.00009823071,"threshold_uncertainty_score":0.99987733},"labels":[],"label_agreement":null},{"id":"W2085948692","doi":"10.1002/fuce.200400041","title":"Chloride free Pt‐ and PtRu‐ Nanoparticles Stabilised by “Armand's Ligand” as Precursors for Fuel Cell Catalysts","year":2004,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Catalysis; Methanol; Chloride; Chemistry; Ligand (biochemistry); Nanoparticle; Stripping (fiber); Fuel cells; Inorganic chemistry; Colloid; Chemical engineering; Materials science; Organic chemistry; Nanotechnology","score_opus":0.005778445415242107,"score_gpt":0.20269745439819267,"score_spread":0.19691900898295056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085948692","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":[0.9804044,0.0033635036,0.00004369443,0.0005311757,0.00038880945,0.00047991553,0.000038605645,0.0002194944,0.014530409],"genre_scores_gemma":[0.9949057,0.0007886744,0.00046662352,0.00027016288,0.00014557353,0.00009634969,0.00015943685,0.00009760276,0.0030698935],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977091,0.000043243035,0.0004179802,0.0006714827,0.00042507838,0.00073313253],"domain_scores_gemma":[0.99845433,0.00017562346,0.00017696983,0.00070807245,0.00014944474,0.0003355326],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032617553,0.0003903919,0.0003994122,0.00011976498,0.00015896156,0.0000855616,0.0004650135,0.00022809552,0.000050656974],"category_scores_gemma":[0.000096021315,0.0003757886,0.00015703621,0.00026158942,0.00012454268,0.00036173448,0.00015618461,0.00018237928,0.00017692694],"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":[0.0005289325,0.00032683005,0.000048594582,0.0006101895,0.000088176166,0.000017380748,0.001945309,0.0006106202,0.9864934,0.0010238694,0.0071634143,0.0011432618],"study_design_scores_gemma":[0.00378891,0.00036966984,0.000011838624,0.00002859956,0.00010229529,0.000008056094,0.00018844334,0.000073964686,0.8845465,0.0077744834,0.10268622,0.0004209863],"about_ca_topic_score_codex":0.002640246,"about_ca_topic_score_gemma":0.0012947212,"teacher_disagreement_score":0.10194689,"about_ca_system_score_codex":0.0002831678,"about_ca_system_score_gemma":0.00016376603,"threshold_uncertainty_score":0.9998694},"labels":[],"label_agreement":null},{"id":"W2086023127","doi":"10.1002/fuce.201200223","title":"Measurement of Spatially Resolved Impedance Spectroscopy with Local Perturbation","year":2013,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Bundesministerium für Bildung und Forschung","keywords":"Perturbation (astronomy); Spectral line; Electrical impedance; Oscillation (cell signaling); Electrolyte; Polarization (electrochemistry); Materials science; Dielectric spectroscopy; Analytical Chemistry (journal); Molecular physics; Chemistry; Physics; Electrode","score_opus":0.005895523588775203,"score_gpt":0.16921445973965432,"score_spread":0.1633189361508791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086023127","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":[0.6836956,0.015488273,0.08827084,0.0002186179,0.0033516074,0.0021541044,0.000025833133,0.0008105947,0.2059845],"genre_scores_gemma":[0.995969,0.0005770015,0.0031145061,0.000014922976,0.00007180511,0.000018400338,0.0000033752285,0.000033819753,0.00019714977],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99916506,0.000017319853,0.00022436558,0.00012840464,0.00026405955,0.0002008005],"domain_scores_gemma":[0.99957794,0.000010370038,0.000048401096,0.00018934121,0.00011713116,0.00005678968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109400615,0.00013883154,0.00018247808,0.000037959577,0.000017146773,0.000025334713,0.00009168599,0.000081880615,0.0004125575],"category_scores_gemma":[0.0000036734705,0.00010455409,0.000031652617,0.000075542135,0.00003968745,0.000082889215,0.000011414998,0.000082559316,0.00017369437],"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":[0.000019863439,0.000025383859,0.000016116888,0.0008274791,0.000043166914,0.00000230392,0.00016882725,0.043263715,0.9541422,0.000020863466,0.0011515835,0.0003184866],"study_design_scores_gemma":[0.000422275,0.00013492312,0.0002239603,0.00012311476,0.000023221875,0.0000016224622,0.00002523423,0.022108126,0.97419816,0.00024144794,0.0023123603,0.00018558123],"about_ca_topic_score_codex":0.00008992522,"about_ca_topic_score_gemma":0.000014903597,"teacher_disagreement_score":0.3122734,"about_ca_system_score_codex":0.00006448414,"about_ca_system_score_gemma":0.000021527781,"threshold_uncertainty_score":0.45172155},"labels":[],"label_agreement":null},{"id":"W2086148603","doi":"10.1002/fuce.201300007","title":"Exergoeconomic Analysis of a Residential Hybrid PV‐Fuel Cell‐Battery System","year":2013,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Photovoltaic system; Environmental science; Battery (electricity); Exergy; Electricity; Automotive engineering; Stand-alone power system; Fuel cells; Waste management; Environmental engineering; Renewable energy; Electrical engineering; Engineering; Power (physics); Distributed generation; Chemical engineering","score_opus":0.0065174692969632375,"score_gpt":0.18747834658203022,"score_spread":0.180960877285067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086148603","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":[0.8722249,0.0011046598,0.0007676869,0.000038216207,0.0020200005,0.0003480861,0.00007092876,0.00023457246,0.12319095],"genre_scores_gemma":[0.98107517,0.00007477154,0.0002606123,0.000062390645,0.000423966,0.0001012983,0.00008863596,0.00008634506,0.017826835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9968262,0.00030423902,0.0011837612,0.00068210566,0.00038512636,0.0006186179],"domain_scores_gemma":[0.99756235,0.00017601083,0.0006002159,0.0012475838,0.00016444968,0.00024940952],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00037904017,0.00038932596,0.0011005045,0.0008363009,0.00006547873,0.00013240265,0.00064252416,0.00014306509,0.0028052225],"category_scores_gemma":[0.000013252312,0.00038419705,0.00060776266,0.0006561807,0.000083576786,0.00029482867,0.00015849489,0.0001434076,0.002765592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059948026,0.00025415112,0.0025098664,0.0029694978,0.003675055,0.00013901945,0.00077552174,0.78765005,0.1628481,0.00086787355,0.03787449,0.0003764619],"study_design_scores_gemma":[0.0033214642,0.0001865753,0.0070163705,0.0003700264,0.00444049,0.000057644964,0.0018640251,0.1570087,0.7534283,0.00034329476,0.06951627,0.0024468678],"about_ca_topic_score_codex":0.045195308,"about_ca_topic_score_gemma":0.0014347817,"teacher_disagreement_score":0.63064134,"about_ca_system_score_codex":0.0002582527,"about_ca_system_score_gemma":0.000094685485,"threshold_uncertainty_score":0.999861},"labels":[],"label_agreement":null},{"id":"W2086733354","doi":"10.1002/fuce.201000110","title":"Investigating the Water Transport in Porous Media for PEMFCs by Liquid Water Visualization in ESEM","year":2011,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Bundesministerium für Bildung und Forschung","keywords":"Environmental scanning electron microscope; Water transport; Porous medium; Porosity; Liquid water; Transport phenomena; Saturation (graph theory); Materials science; Chemistry; Chemical engineering; Scanning electron microscope; Water flow; Composite material; Environmental science; Environmental engineering; Geology; Thermodynamics","score_opus":0.014974573441522926,"score_gpt":0.20075210527228274,"score_spread":0.18577753183075982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086733354","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":[0.9940545,0.00048240763,0.00015711942,0.00005360876,0.00095841754,0.00044292482,0.00002111364,0.000106048414,0.003723873],"genre_scores_gemma":[0.99869543,0.00037930268,0.00029527137,0.00007927166,0.00006005201,0.000063815314,0.00015627466,0.00006133822,0.00020922747],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99891573,0.000032393793,0.00039287278,0.0001670861,0.000099588346,0.000392327],"domain_scores_gemma":[0.9997432,0.000029377996,0.000018793262,0.00014022947,0.00001917298,0.00004917882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003861615,0.000168742,0.00019873395,0.00007218269,0.000028118935,0.00001615415,0.00014420382,0.00017957114,0.00025900186],"category_scores_gemma":[0.0000054077223,0.000085737236,0.00003649143,0.000071052535,0.000035412104,0.000104743835,0.000015157161,0.00012336412,0.000058928592],"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":[0.000044303084,0.00006651183,0.00026820347,0.001248728,0.000023568711,0.000016837144,0.04575829,0.007815709,0.9436465,0.000032568027,0.0010287844,0.000049989052],"study_design_scores_gemma":[0.0005229574,0.000044261677,0.000086071195,0.000055691773,0.000013823677,0.0000015873552,0.00017282847,0.0025013494,0.9893167,0.00059079775,0.006473628,0.00022032054],"about_ca_topic_score_codex":0.00014004133,"about_ca_topic_score_gemma":0.00008906866,"teacher_disagreement_score":0.045670174,"about_ca_system_score_codex":0.000030446516,"about_ca_system_score_gemma":0.0000056629465,"threshold_uncertainty_score":0.3496263},"labels":[],"label_agreement":null},{"id":"W2092438102","doi":"10.1002/fuce.201200065","title":"On the Catalytic Degradation in Fuel Cell Power Supplies for Long‐Life Mobile Field Sensors","year":2012,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Degradation (telecommunications); Fuel cells; Catalysis; Power (physics); Regenerative fuel cell; Automotive engineering; Materials science; Dissolution; Power density; Environmental science; Computer science; Process engineering; Chemical engineering; Chemistry; Engineering; Thermodynamics; Physics; Telecommunications","score_opus":0.00802451638483103,"score_gpt":0.1995838859637736,"score_spread":0.19155936957894257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092438102","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":[0.9268903,0.006773106,0.0001306313,0.00015909667,0.00312853,0.0011613597,0.00006062073,0.00016734455,0.061529018],"genre_scores_gemma":[0.9971805,0.00084891845,0.000103710816,0.0001500251,0.00011127724,0.00009114163,0.000028665057,0.000043562526,0.0014421744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991483,0.000022106864,0.00022914304,0.00012845465,0.00010625327,0.0003657567],"domain_scores_gemma":[0.9992563,0.00037520315,0.000035187648,0.00023992074,0.00001678265,0.00007657314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017636467,0.0001722212,0.00016805534,0.000065868306,0.00003495474,0.0000382834,0.00012296998,0.00016042804,0.0005566862],"category_scores_gemma":[0.000022853566,0.00012281288,0.000063538966,0.000088476896,0.000017298878,0.00009259381,0.000019729408,0.00014578406,0.0004012433],"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":[0.00047677307,0.0014277418,0.0019543625,0.019902067,0.00034240607,0.000038478185,0.018894553,0.44073936,0.16997412,0.0024573742,0.3431921,0.00060064613],"study_design_scores_gemma":[0.001568195,0.00029493193,0.0005866935,0.00012750113,0.000085758766,0.0000052940563,0.0010554969,0.006920658,0.87578076,0.0011347247,0.11144835,0.0009916364],"about_ca_topic_score_codex":0.000018787552,"about_ca_topic_score_gemma":0.00000643562,"teacher_disagreement_score":0.7058066,"about_ca_system_score_codex":0.000036547764,"about_ca_system_score_gemma":0.000009021273,"threshold_uncertainty_score":0.60953236},"labels":[],"label_agreement":null},{"id":"W2097201587","doi":"10.1002/fuce.201400196","title":"CO/CO<sub>2</sub> Study of High Performance La<sub>0.3</sub>Sr<sub>0.7</sub>Fe<sub>0.7</sub>Cr<sub>0.3</sub>O<sub>3–</sub><i><sub>δ</sub></i> Reversible SOFC Electrodes","year":2015,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":98,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Carbon Management Canada","keywords":"Electrolysis; Cyclic voltammetry; Electrode; Polarization (electrochemistry); Materials science; Analytical Chemistry (journal); Oxide; Perovskite (structure); Solid oxide fuel cell; Fuel cells; Electrochemistry; Chemistry; Chemical engineering; Anode; Metallurgy; Electrolyte; Crystallography; Physical chemistry","score_opus":0.01719375613125172,"score_gpt":0.24914891846116471,"score_spread":0.231955162329913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097201587","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":[0.9666083,0.0039022344,0.0018176376,0.00040057462,0.009208453,0.009567854,0.002104563,0.0027229886,0.003667394],"genre_scores_gemma":[0.9692627,0.017710684,0.0015746981,0.0020572345,0.003778434,0.0018633096,0.0012951656,0.002297388,0.00016036682],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.95441353,0.004526554,0.00942803,0.010162605,0.01012869,0.011340604],"domain_scores_gemma":[0.9707499,0.003047624,0.0075246864,0.0098280925,0.004160794,0.004688879],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.010640666,0.007836277,0.008343821,0.003599336,0.0032358442,0.0022433875,0.008654921,0.0038464367,0.0002614749],"category_scores_gemma":[0.0017979172,0.0087311985,0.0024707217,0.0072420896,0.0041895243,0.0075753634,0.004135209,0.0061413837,0.01263276],"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":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033254416,0.0060781627,0.0017634456,0.0030641977,0.0011726769,0.00095915404,0.004148753,0.005478927,0.9256799,0.0002112625,0.03769011,0.010427956],"study_design_scores_gemma":[0.013917864,0.004787159,0.0022643472,0.0015900049,0.0019066059,0.00050312094,0.0026708497,0.0009426475,0.95533854,0.0022662785,0.005212675,0.008599903],"about_ca_topic_score_codex":0.00017220472,"about_ca_topic_score_gemma":0.0009062819,"teacher_disagreement_score":0.03247744,"about_ca_system_score_codex":0.0045196996,"about_ca_system_score_gemma":0.0037894326,"threshold_uncertainty_score":0.9993018},"labels":[],"label_agreement":null},{"id":"W2103064301","doi":"10.1002/fuce.200700037","title":"Polyamide/Polystyrene Blend Compatibilisation by Montmorillonite Nanoclay and its Effect on Macroporosity of Gas Diffusion Layers for Proton Exchange Membrane Fuel Cells","year":2007,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","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":"Université Laval","funders":"","keywords":"Materials science; Polystyrene; Proton exchange membrane fuel cell; Porosity; Polymer; Composite material; Polyamide; Chemical engineering; Membrane; Gaseous diffusion; Polymer chemistry; Fuel cells; Chemistry","score_opus":0.006152144078460132,"score_gpt":0.2079986807234582,"score_spread":0.20184653664499808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103064301","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":[0.98682034,0.006552214,0.00014084902,0.000014672037,0.0013530012,0.0025006186,0.00023383102,0.00016016445,0.0022243352],"genre_scores_gemma":[0.9948575,0.003940693,0.00021576918,0.000025653895,0.00013398715,0.00006418336,0.000110513145,0.0000881969,0.00056354265],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99824184,0.00006962711,0.00052861794,0.00038424353,0.00028056646,0.00049511506],"domain_scores_gemma":[0.99905676,0.00025661144,0.00017313329,0.00027654856,0.00006650198,0.00017047545],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00068229844,0.00038998388,0.0005416575,0.00015642746,0.000085249,0.00003820192,0.00013802564,0.00031413644,0.000109127504],"category_scores_gemma":[0.000013017624,0.0003352044,0.00011296808,0.00016134299,0.00005242658,0.000114424365,0.00004521087,0.00016140741,0.000027383618],"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":[0.00032009315,0.00009564291,0.00006332369,0.011354268,0.000048586837,0.0000060536368,0.0005762686,0.0012697814,0.9852244,0.000004935179,0.0005742072,0.00046243926],"study_design_scores_gemma":[0.0018110567,0.00064853474,0.00008733167,0.00019350217,0.00007097012,0.000002658212,0.00003148558,0.004264121,0.98725486,0.00003123387,0.0052519506,0.00035231543],"about_ca_topic_score_codex":0.00011402171,"about_ca_topic_score_gemma":0.000024994888,"teacher_disagreement_score":0.011160765,"about_ca_system_score_codex":0.000088828114,"about_ca_system_score_gemma":0.000008773175,"threshold_uncertainty_score":0.99991},"labels":[],"label_agreement":null},{"id":"W2108107033","doi":"10.1002/fuce.201500031","title":"Novel Graphene Foam Microporous Layers for PEM Fuel Cells: Interfacial Characteristics and Comparative Performance","year":2015,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Graphene; Overpotential; Microporous material; Polarization (electrochemistry); Conductivity; Proton exchange membrane fuel cell; Composite material; Nanotechnology; Chemical engineering; Electrode; Fuel cells; Electrochemistry; Chemistry","score_opus":0.034994196117942425,"score_gpt":0.22754485420013185,"score_spread":0.1925506580821894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108107033","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":[0.9753203,0.0036150033,0.0017899527,0.000026167918,0.005655864,0.00070250756,0.00043367626,0.0002743756,0.012182148],"genre_scores_gemma":[0.99334025,0.0017997562,0.0037303641,0.000045617053,0.0002987457,0.000029640583,0.000057171976,0.000054316515,0.00064411154],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988134,0.000015317504,0.00037662426,0.00026586166,0.00013073914,0.0003980823],"domain_scores_gemma":[0.99936694,0.00004539403,0.00008864657,0.0001904009,0.00011281207,0.00019583687],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017971576,0.00030947867,0.00042973371,0.00008673982,0.000058198806,0.000095750205,0.00016303935,0.00019133178,0.000038585968],"category_scores_gemma":[0.000005278474,0.0002858766,0.00006463997,0.00009430946,0.0000918371,0.00014010006,0.000056344823,0.00017179706,0.00010560463],"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":[0.00044222758,0.00019921102,0.00011257118,0.0051837964,0.00026867285,0.000013214934,0.00813417,0.0067375153,0.9626249,0.00006310329,0.015448028,0.0007726037],"study_design_scores_gemma":[0.004341951,0.0006381723,0.00037755925,0.00020643257,0.00019145037,0.000045290246,0.0009867869,0.040886607,0.7212414,0.00019996315,0.2294695,0.001414868],"about_ca_topic_score_codex":0.00001570118,"about_ca_topic_score_gemma":0.0000054124544,"teacher_disagreement_score":0.24138346,"about_ca_system_score_codex":0.00005428721,"about_ca_system_score_gemma":0.000025639174,"threshold_uncertainty_score":0.99995935},"labels":[],"label_agreement":null},{"id":"W2110031135","doi":"10.1002/fuce.200400029","title":"How good are the Electrodes we use in PEFC?","year":2004,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Electrode; Computer science; Percolation theory; Polarization (electrochemistry); Electrolyte; Fuel cells; Percolation (cognitive psychology); Aggregate (composite); Materials science; Nanotechnology; Topology (electrical circuits); Physics; Chemistry; Electrical engineering; Chemical engineering; Engineering","score_opus":0.009815789341605867,"score_gpt":0.17220919277380867,"score_spread":0.1623934034322028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110031135","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":[0.9552134,0.022034323,0.00017318143,0.0022342764,0.0022611644,0.0005264035,0.00003431591,0.0004880202,0.0170349],"genre_scores_gemma":[0.9910622,0.007186069,0.00027232195,0.000055607637,0.00012660323,0.000011750583,0.0000036280774,0.000040230057,0.0012415422],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99931115,0.000020279887,0.00013135889,0.00013501856,0.000099157034,0.00030306113],"domain_scores_gemma":[0.99965817,0.000036275265,0.000026483722,0.00022498322,0.00001346043,0.00004063735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008270427,0.00014929097,0.00015361294,0.000049482198,0.000030446015,0.0001565336,0.00014931436,0.000121017605,0.000038953487],"category_scores_gemma":[0.000008017953,0.00010193988,0.00004803498,0.00014484489,0.000024025227,0.00012928183,0.000021107106,0.00019707979,0.00012851214],"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":[0.000024640836,0.00012917153,0.0003552525,0.001747984,0.00010776719,0.00018959344,0.0014968015,0.24766825,0.74252754,0.000867463,0.0046349084,0.00025061416],"study_design_scores_gemma":[0.0014801214,0.000068138965,0.0010278682,0.00026802442,0.00004260828,0.000023477012,0.0004753665,0.0007639744,0.77504456,0.0050030453,0.21513428,0.00066852797],"about_ca_topic_score_codex":0.000045020908,"about_ca_topic_score_gemma":0.000105151936,"teacher_disagreement_score":0.24690428,"about_ca_system_score_codex":0.000058755115,"about_ca_system_score_gemma":0.000010606642,"threshold_uncertainty_score":0.41569877},"labels":[],"label_agreement":null},{"id":"W2125624636","doi":"10.1002/fuce.201000097","title":"Performance Assessment of a Combined PEM Fuel Cell and Triple‐Effect Absorption Cooling System for Cogeneration Applications","year":2011,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Proton exchange membrane fuel cell; Cogeneration; Materials science; Current density; Current (fluid); Absorption (acoustics); Nuclear engineering; Fuel cells; Chemical engineering; Process engineering; Waste management; Electricity generation; Composite material; Electrical engineering; Engineering; Thermodynamics; Power (physics)","score_opus":0.010530284602256034,"score_gpt":0.20515396680916442,"score_spread":0.1946236822069084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125624636","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":[0.9147415,0.003269058,0.019944502,0.0000032765759,0.0018453513,0.0033265383,0.00011902041,0.00039762823,0.05635309],"genre_scores_gemma":[0.9948844,0.0011564222,0.0034035386,0.0000030225535,0.00007260847,0.0002708832,0.0000411112,0.00003191752,0.0001361329],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992821,0.000023888111,0.00030292664,0.00014821957,0.000089279856,0.00015354026],"domain_scores_gemma":[0.99959636,0.000038161696,0.00009000886,0.00015551763,0.00006365545,0.00005628208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026184903,0.00014041191,0.00022950843,0.00006418941,0.000049988048,0.000020222069,0.00006741215,0.00012779923,0.000030752915],"category_scores_gemma":[0.0000012757644,0.00012755227,0.000044454493,0.00007449134,0.00001964839,0.000074496544,0.000013845828,0.00006407424,0.000013607122],"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":[0.0001217048,0.000109633096,0.00024346144,0.049778353,0.00008835053,0.0000010871212,0.0006088831,0.015499284,0.93236375,0.0002618558,0.00029058507,0.00063306704],"study_design_scores_gemma":[0.0019954627,0.0003978821,0.00052085874,0.00013413219,0.00015231225,0.000004321595,0.000078792036,0.34837654,0.64516586,0.00002533288,0.0028514925,0.0002970106],"about_ca_topic_score_codex":0.0000066401144,"about_ca_topic_score_gemma":8.489252e-7,"teacher_disagreement_score":0.33287725,"about_ca_system_score_codex":0.000038896473,"about_ca_system_score_gemma":0.0000145354625,"threshold_uncertainty_score":0.52014303},"labels":[],"label_agreement":null},{"id":"W2132880032","doi":"10.1002/fuce.200600038","title":"A Direct Ammonia Fuel Cell Using Barium Cerate Proton Conducting Electrolyte Doped With Gadolinium and Praseodymium","year":2007,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials 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":"Natural Resources Canada","funders":"","keywords":"Praseodymium; Electrolyte; Hydrogen fuel; Materials science; Gadolinium; Anode; Ammonia; Hydrogen; Barium; Inorganic chemistry; Power density; Fuel cells; Proton conductor; Analytical Chemistry (journal); Chemical engineering; Chemistry; Metallurgy; Power (physics); Thermodynamics; Physical chemistry; Chromatography; Electrode","score_opus":0.027317632103940004,"score_gpt":0.2765206670101561,"score_spread":0.2492030349062161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132880032","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":[0.96814543,0.0012351888,0.0073096068,0.000043438333,0.00089932827,0.002048901,0.000037193433,0.00025878157,0.020022145],"genre_scores_gemma":[0.948298,0.00013781834,0.049040753,0.0002777111,0.00042274114,0.000055504457,0.000009123965,0.00012480258,0.0016335404],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9960357,0.00018881902,0.00072522665,0.0010663173,0.00061286794,0.0013710874],"domain_scores_gemma":[0.99795884,0.00025045846,0.00056982884,0.00063598144,0.000246675,0.00033819568],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016864979,0.00055760884,0.000589784,0.00017670044,0.00026459945,0.0002634568,0.00037718576,0.00018255034,0.00027158984],"category_scores_gemma":[0.000050018512,0.0004846003,0.00006244044,0.00043732344,0.000315576,0.0006487786,0.00022710225,0.0003828787,0.00016073964],"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":[0.0004436496,0.00014190063,0.0005796812,0.0007694232,0.000016306223,0.00010901011,0.0007869044,0.0005433371,0.99650407,0.0000131315555,0.000054319255,0.000038270093],"study_design_scores_gemma":[0.0015141731,0.00031473054,0.00006296671,0.000091273134,0.000077073164,0.000053337513,0.00040584969,0.00053349155,0.9892922,0.00007894503,0.0069118803,0.0006640825],"about_ca_topic_score_codex":0.00014905607,"about_ca_topic_score_gemma":0.00007137262,"teacher_disagreement_score":0.041731145,"about_ca_system_score_codex":0.00020198918,"about_ca_system_score_gemma":0.00018646353,"threshold_uncertainty_score":0.99976057},"labels":[],"label_agreement":null},{"id":"W2147669794","doi":"10.1002/fuce.201300216","title":"Proton Exchange Membrane Fuel Cell Operation and Degradation in Short‐Circuit","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Proton exchange membrane fuel cell; Capacitor; Materials science; Dielectric spectroscopy; Converters; Transient (computer programming); Electrical impedance; Electrochemical energy conversion; Power (physics); Electrode; Voltage; Electrochemistry; Computer science; Electrical engineering; Nuclear engineering; Fuel cells; Chemistry; Chemical engineering; Physics; Engineering","score_opus":0.00960866799025072,"score_gpt":0.18509350398070068,"score_spread":0.17548483599044995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147669794","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":[0.7560218,0.0137811545,0.0012027054,0.00006690452,0.0021583303,0.0023613574,0.000024944477,0.0004819852,0.22390081],"genre_scores_gemma":[0.9910737,0.007791522,0.00032141313,0.000032992168,0.0001283511,0.00007621621,0.000042385826,0.00004243284,0.00049096957],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999189,0.00005038128,0.00023971692,0.00019610811,0.00010845157,0.0002163439],"domain_scores_gemma":[0.99972206,0.000028382634,0.000014956162,0.00015623395,0.0000150561345,0.000063290136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002726366,0.00016014595,0.00018326782,0.000097217024,0.000025283236,0.00007152049,0.00007143597,0.00016500564,0.00022618653],"category_scores_gemma":[0.00000449552,0.00014983927,0.000021355754,0.0000783459,0.000016795728,0.000158288,0.000020027115,0.00011764484,0.00011755478],"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":[0.000017621509,0.000085160704,0.00025597867,0.018743174,0.000016485512,0.0000112409825,0.0015328361,0.024708876,0.9511516,0.00006025278,0.00054135046,0.0028754012],"study_design_scores_gemma":[0.001107631,0.00010057283,0.00041905523,0.00010722275,0.000029503442,0.0000064956566,0.00004706187,0.06807282,0.8484401,0.00053947524,0.08056114,0.0005689454],"about_ca_topic_score_codex":0.000034854038,"about_ca_topic_score_gemma":0.000029145984,"teacher_disagreement_score":0.23505192,"about_ca_system_score_codex":0.0000325255,"about_ca_system_score_gemma":0.0000055223604,"threshold_uncertainty_score":0.61102676},"labels":[],"label_agreement":null},{"id":"W2148086908","doi":"10.1002/fuce.201300012","title":"Thermodynamic Analysis of an Integrated SOFC, Solar ORC and Absorption Chiller for Tri‐generation Applications","year":2013,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Thermodynamic and Exergetic Analyses of Power and Cooling Systems","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Absorption refrigerator; Organic Rankine cycle; Exergy; Solid oxide fuel cell; Exergy efficiency; Process engineering; Heat exchanger; Waste heat; Parabolic trough; Exhaust gas; Electricity generation; Environmental science; Waste heat recovery unit; Waste management; Materials science; Solar energy; Thermodynamics; Chemistry; Mechanical engineering; Engineering; Refrigeration; Power (physics); Electrical engineering","score_opus":0.007230325898092566,"score_gpt":0.20886785144592718,"score_spread":0.20163752554783462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148086908","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4421229,0.00037994102,0.5564602,0.0000069102944,0.00008381086,0.00034376926,0.000053388758,0.00007160166,0.00047750486],"genre_scores_gemma":[0.9980616,0.000099777186,0.0010285479,0.000009948551,0.00006240275,0.00014254256,0.00034169352,0.000019673516,0.00023382509],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994036,0.000017593817,0.00023788487,0.00014972288,0.00006899007,0.00012218465],"domain_scores_gemma":[0.99960476,0.000019927822,0.000049770762,0.00019102075,0.00008270119,0.00005183373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009529157,0.000113145776,0.00022949291,0.00016069894,0.000041182004,0.000031260803,0.00008170689,0.00008007774,0.0001156546],"category_scores_gemma":[0.000002009391,0.000098292694,0.00009761051,0.00024367821,0.000021704325,0.00009904147,0.000005543432,0.00004671034,0.000013326955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002335897,0.00016212034,0.00018369737,0.00033915334,0.0023888464,2.9160466e-7,0.0015852015,0.24238874,0.68112564,0.0013167361,0.0006635807,0.06982264],"study_design_scores_gemma":[0.00015891557,0.000021804937,0.0012570635,0.0000049214677,0.00035877968,2.7847702e-7,0.00017826047,0.9960592,0.001132081,0.00022699684,0.00048043605,0.00012129982],"about_ca_topic_score_codex":0.00018826105,"about_ca_topic_score_gemma":0.00008584453,"teacher_disagreement_score":0.7536704,"about_ca_system_score_codex":0.000020549416,"about_ca_system_score_gemma":0.0000068515506,"threshold_uncertainty_score":0.40082598},"labels":[],"label_agreement":null},{"id":"W2159592871","doi":"10.1002/fuce.200400058","title":"Synthetic Strategies for Controlling the Morphology of Proton Conducting Polymer Membranes","year":2004,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":181,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Innovation Council; National Research Council Canada; Simon Fraser University","funders":"","keywords":"Membrane; Polymer; Ionic bonding; Materials science; Copolymer; Proton; Chemical engineering; Nanostructure; Monomer; Phase (matter); Ionic conductivity; Polymer architecture; Electrolyte; Conductivity; Nanoscopic scale; Nanotechnology; Proton exchange membrane fuel cell; Ion; Chemistry; Organic chemistry; Electrode; Physical chemistry; Composite material; Physics","score_opus":0.01874036977978954,"score_gpt":0.22237174239853172,"score_spread":0.20363137261874217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159592871","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":[0.9632819,0.01861412,0.0017015692,0.00019806615,0.0020549,0.0018860961,0.00004555005,0.00023014612,0.011987602],"genre_scores_gemma":[0.9987628,0.00052311545,0.0003531356,0.000023738268,0.00010971783,0.00010104037,0.0000032803396,0.000036073296,0.00008712541],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992757,0.00002017047,0.0002748931,0.00012474794,0.00006939364,0.00023513402],"domain_scores_gemma":[0.9995824,0.000120278295,0.000064757995,0.0001707376,0.000035851506,0.000025990348],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018839815,0.00013676038,0.00024497852,0.00003629358,0.000050542585,0.000033392742,0.00013255428,0.00011596447,0.00007811932],"category_scores_gemma":[0.000009500333,0.000091015645,0.00007817213,0.000055969842,0.0000812147,0.00006558613,0.000012147766,0.0000902507,0.000016574764],"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":[0.00002023181,0.000013965929,7.0458486e-7,0.0019697382,0.00005334344,0.0000027218305,0.0005250169,0.1574366,0.8393368,0.0006029225,0.000016636583,0.00002133538],"study_design_scores_gemma":[0.0007385797,0.00004530561,5.6998937e-7,0.000061980616,0.00004500764,0.000011013685,0.00051753165,0.0011237552,0.993773,0.0023343514,0.0012276245,0.000121277306],"about_ca_topic_score_codex":0.000045135454,"about_ca_topic_score_gemma":0.0000018829522,"teacher_disagreement_score":0.15631284,"about_ca_system_score_codex":0.000013230286,"about_ca_system_score_gemma":0.000026539708,"threshold_uncertainty_score":0.37115103},"labels":[],"label_agreement":null},{"id":"W2165282073","doi":"10.1002/fuce.200500205","title":"Temperature Dependence of Oxygen Reduction Catalyzed by Cobalt Fluoro‐Phthalocyanine Adsorbed on a Graphite Electrode","year":2006,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; BC Innovation Council; National Research Council Canada","funders":"National Research Council Canada","keywords":"Electrocatalyst; Catalysis; Cobalt; Cyclic voltammetry; Chemistry; Electrochemistry; Inorganic chemistry; Adsorption; Phthalocyanine; Methanol; Electrode; Graphite; Physical chemistry; Organic chemistry","score_opus":0.0035558268973826085,"score_gpt":0.18965793980787551,"score_spread":0.18610211291049292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165282073","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":[0.99077916,0.0011682266,0.00004560276,0.00015304638,0.00033854833,0.00020915137,0.00003242036,0.00019890515,0.0070749247],"genre_scores_gemma":[0.99499667,0.00017155336,0.0003025745,0.000057361143,0.00020318944,0.000022228503,0.00085145823,0.000070075446,0.0033249],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9976438,0.000107093256,0.00044955875,0.0006073099,0.0006381017,0.0005540911],"domain_scores_gemma":[0.99871325,0.000063746986,0.0002563511,0.0006350188,0.0002258688,0.00010577947],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002129595,0.00035807217,0.00038115634,0.00025662887,0.00010190124,0.000025317624,0.00037903996,0.0002917854,0.00017499692],"category_scores_gemma":[0.00003202987,0.00035085907,0.00018375518,0.00080133264,0.00007945692,0.00019374349,0.000043286353,0.00033205905,0.000109233035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025461172,0.0002569977,0.000048734055,0.00006059404,0.00005766481,0.000010457079,0.000051372674,0.0010010252,0.98406553,0.0021448224,0.011856803,0.00019140221],"study_design_scores_gemma":[0.0010182883,0.00022491149,0.00015244576,0.00003876066,0.00005991934,0.000031424133,0.000017645756,0.0000846014,0.9894201,0.0011202024,0.007490527,0.00034116063],"about_ca_topic_score_codex":0.008193157,"about_ca_topic_score_gemma":0.0007366412,"teacher_disagreement_score":0.007456516,"about_ca_system_score_codex":0.00023738503,"about_ca_system_score_gemma":0.00007769001,"threshold_uncertainty_score":0.9998943},"labels":[],"label_agreement":null},{"id":"W2167446698","doi":"10.1002/fuce.201200072","title":"Model‐Based <i>Ex Situ</i> Diagnostics of Water Fluxes in Catalyst Layers of Polymer Electrolyte Fuel Cells","year":2013,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Innovation Council; National Research Council Canada; Simon Fraser University","funders":"","keywords":"Electrolyte; Water transport; Proton exchange membrane fuel cell; Catalysis; Chemical engineering; Materials science; Vaporization; Isothermal process; Water vapor; Electrochemistry; Polymer; Cathode; Electrode; Chemistry; Water flow; Thermodynamics; Composite material; Environmental science; Organic chemistry","score_opus":0.005249666368667005,"score_gpt":0.17275840021273803,"score_spread":0.16750873384407103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167446698","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":[0.97371346,0.0070346813,0.00022607825,0.000046650457,0.0008340813,0.00053656986,0.00011054942,0.00012679351,0.017371146],"genre_scores_gemma":[0.9963718,0.0023985754,0.00044351126,0.000058307116,0.000047331392,0.000024133835,0.00005397672,0.00008116996,0.000521211],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982688,0.000038555343,0.0006636152,0.00024319967,0.000230823,0.0005550067],"domain_scores_gemma":[0.9992002,0.00012917274,0.000087097644,0.0003992794,0.000073077026,0.000111136076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014670883,0.00030835782,0.0005408134,0.00020636286,0.000014990806,0.0000261549,0.00026132152,0.00026748652,0.00046596862],"category_scores_gemma":[0.0000070562755,0.0002447113,0.00013150238,0.00017175628,0.00007435437,0.00013275874,0.000049077604,0.00020151775,0.0003042991],"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":[0.0000134597185,0.000089262096,0.00002464987,0.0016569486,0.00004087452,0.000006554916,0.00041970075,0.15838389,0.8373651,0.0000055728005,0.0019689205,0.000025051411],"study_design_scores_gemma":[0.0006283881,0.000046278125,0.0000154928,0.00007703762,0.000048768175,7.1941145e-7,0.000028078484,0.041475225,0.95682037,0.00017058312,0.0004041406,0.00028489457],"about_ca_topic_score_codex":0.00023333883,"about_ca_topic_score_gemma":0.000031226136,"teacher_disagreement_score":0.11945528,"about_ca_system_score_codex":0.000039261897,"about_ca_system_score_gemma":0.000028881323,"threshold_uncertainty_score":0.9979037},"labels":[],"label_agreement":null},{"id":"W2170766279","doi":"10.1002/fuce.201100009","title":"Dynamics of Emerging Water Droplet Subjected to Sidewall with Different Wettabilities in a Fuel Cell Cathode Channel","year":2011,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Wetting; Microchannel; Drop (telecommunication); Pressure drop; Volume of fluid method; Materials science; Mechanics; Saturation (graph theory); Cathode; Channel (broadcasting); Volume (thermodynamics); Nanotechnology; Composite material; Chemistry; Flow (mathematics); Thermodynamics; Mechanical engineering; Electrical engineering","score_opus":0.008040538617650193,"score_gpt":0.16939772407783787,"score_spread":0.16135718546018768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170766279","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":[0.97412765,0.0005109044,0.00016394528,0.00002536896,0.0005810166,0.00036646065,0.000049050814,0.0001423457,0.024033263],"genre_scores_gemma":[0.99811286,0.00044506125,0.00069073064,0.00001843933,0.000034134147,0.000038490776,0.000032861175,0.00008577383,0.0005416743],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985593,0.000045454108,0.00044088214,0.00026817847,0.00016403361,0.0005221417],"domain_scores_gemma":[0.99942577,0.000030245306,0.000042179632,0.0003365719,0.000051506508,0.000113743015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013395816,0.00030733205,0.00043789664,0.0002176742,0.000019099394,0.000019247793,0.00020266521,0.00015645521,0.00030235012],"category_scores_gemma":[0.0000032392772,0.0002119927,0.000054961634,0.00015028688,0.00004030564,0.00007152066,0.00007426373,0.00017471392,0.000056871177],"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":[0.00052215613,0.0008226336,0.0012108186,0.021694832,0.00017328895,0.00014068949,0.10286434,0.05086223,0.8211831,0.00007953634,0.00037117285,0.000075228614],"study_design_scores_gemma":[0.0011236536,0.0003554901,0.0009081141,0.00023343955,0.000059615657,0.0000066400485,0.0016889861,0.0095998105,0.9838253,0.0010337075,0.0003936183,0.00077158224],"about_ca_topic_score_codex":0.0004706711,"about_ca_topic_score_gemma":0.00077389576,"teacher_disagreement_score":0.16264227,"about_ca_system_score_codex":0.00009042383,"about_ca_system_score_gemma":0.0000104899855,"threshold_uncertainty_score":0.86448115},"labels":[],"label_agreement":null},{"id":"W2263957872","doi":"10.1002/fuce.201500138","title":"Impact of Ionomer Content on Proton Exchange Membrane Fuel Cell Performance","year":2015,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Nafion; Ionomer; Proton exchange membrane fuel cell; Anode; Materials science; Cathodic protection; Electrode; Membrane electrode assembly; Polarization (electrochemistry); Cathode; Electrocatalyst; Chemical engineering; Composite material; Analytical Chemistry (journal); Fuel cells; Chemistry; Electrochemistry; Chromatography; Polymer; Engineering","score_opus":0.03520884950419873,"score_gpt":0.22229870382853087,"score_spread":0.18708985432433214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2263957872","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":[0.84373784,0.004428864,0.0000048181305,0.000007115032,0.0011506235,0.0006650219,0.000039120692,0.00012785287,0.14983878],"genre_scores_gemma":[0.9926282,0.0052150837,0.00010537871,0.000014089508,0.00013413627,0.000046918824,0.000015842968,0.000053067815,0.0017872951],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990123,0.000024056051,0.0003009166,0.00016641497,0.00018908382,0.00030721756],"domain_scores_gemma":[0.99938256,0.000018661307,0.000073248026,0.00028500048,0.00007420054,0.00016631048],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019094223,0.00022643906,0.000307916,0.00009898665,0.000014514471,0.000021239854,0.0001495942,0.00015027366,0.0005152175],"category_scores_gemma":[0.0000039755923,0.00017120519,0.00011003186,0.000109456974,0.000030972955,0.000100819074,0.000029145056,0.00014127058,0.00060171215],"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":[0.000824879,0.000803341,0.0011458491,0.047297068,0.0003458423,0.000045596706,0.004507424,0.3083818,0.6188069,0.000007889582,0.016998313,0.00083509437],"study_design_scores_gemma":[0.0022545564,0.0010635855,0.0006162807,0.000183432,0.000042446143,0.000005721054,0.00006270775,0.008585878,0.94507813,0.000027331309,0.041557103,0.0005228171],"about_ca_topic_score_codex":0.000053656175,"about_ca_topic_score_gemma":7.372794e-7,"teacher_disagreement_score":0.32627124,"about_ca_system_score_codex":0.0000975285,"about_ca_system_score_gemma":0.000027928349,"threshold_uncertainty_score":0.77339935},"labels":[],"label_agreement":null},{"id":"W2304122745","doi":"10.1002/fuce.201500210","title":"Towards a Consistent Interpretation of Electro‐osmotic Drag in Polymer Electrolyte Membranes","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; University of Alberta","funders":"","keywords":"Electrolyte; Drag; Membrane; Drag coefficient; Thermodynamics; Chemistry; Polymer; Flux (metallurgy); Solvent drag; Variance (accounting); Mechanics; Materials science; Chemical physics; Physics; Composite material; Physical chemistry; Organic chemistry","score_opus":0.004008747775896033,"score_gpt":0.18150313014780814,"score_spread":0.17749438237191212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2304122745","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":[0.91283965,0.029995788,0.0011121051,0.00024739216,0.001623937,0.00045405727,0.000028157596,0.00028205957,0.053416856],"genre_scores_gemma":[0.99631196,0.0029239855,0.000087958564,0.00002655858,0.00003575906,0.000011472964,0.0000030004708,0.000032981832,0.0005663065],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99905676,0.000039643768,0.00034778568,0.0001488306,0.00011910796,0.00028786992],"domain_scores_gemma":[0.9996543,0.000059191767,0.00005052072,0.00016133807,0.000027745382,0.000046895893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012549761,0.00015456075,0.00027108568,0.00013727963,0.00000859494,0.000012989247,0.00010703478,0.00011959584,0.00030320475],"category_scores_gemma":[0.000010934811,0.000108315784,0.00007322163,0.00013158044,0.00003662239,0.00007807219,0.000015567588,0.000076791264,0.00008138504],"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":[0.00004749261,0.000026616344,0.000016589318,0.0008016827,0.00004719868,0.000007899459,0.00024655584,0.00059826573,0.99614716,0.00006914008,0.00015458935,0.0018367962],"study_design_scores_gemma":[0.00058353896,0.000072334864,0.000083716914,0.0001608678,0.000024149349,0.0000061367464,0.0000111827385,0.0025214122,0.99504524,0.00042509305,0.00090437266,0.00016197626],"about_ca_topic_score_codex":0.000029770774,"about_ca_topic_score_gemma":0.000008018539,"teacher_disagreement_score":0.08347233,"about_ca_system_score_codex":0.000058381847,"about_ca_system_score_gemma":0.000024852487,"threshold_uncertainty_score":0.44169894},"labels":[],"label_agreement":null},{"id":"W2327679155","doi":"10.1002/fuce.201600002","title":"Is Fine‐Grained Simulation Able to Propose New Polyelectrolyte Membranes?","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Université de Sherbrooke","keywords":"Nafion; Membrane; Proton exchange membrane fuel cell; Polyelectrolyte; Molecular dynamics; Molecule; Monomer; Ionomer; Polymer; Chemical engineering; Conductivity; Materials science; Proton transport; Glass transition; Plasticizer; Chemical physics; Proton; Sulfur; Nanotechnology; Chemistry; Computational chemistry; Organic chemistry; Physical chemistry; Composite material; Physics; Copolymer","score_opus":0.008862637206955041,"score_gpt":0.21078549976243618,"score_spread":0.20192286255548114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2327679155","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":[0.5925257,0.016282646,0.041245393,0.009701244,0.014955563,0.005327105,0.0003145003,0.00596023,0.31368762],"genre_scores_gemma":[0.9618512,0.0005466121,0.0013246925,0.0002385619,0.0005092171,0.000010702364,0.0000057861885,0.00008674295,0.03542648],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99895453,0.000015769116,0.00025037877,0.00022414121,0.00015224784,0.00040294006],"domain_scores_gemma":[0.9994028,0.000058310423,0.000030225276,0.00027604375,0.000034960107,0.00019765116],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009093229,0.00020419087,0.0002090279,0.00009735451,0.000034551464,0.000048608134,0.00014219695,0.00015063785,0.0020414102],"category_scores_gemma":[0.000015101671,0.00014056049,0.00006660231,0.00017906538,0.000011183138,0.00012304843,0.000025551353,0.00006418084,0.0024073098],"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":[0.000037293496,0.00001381213,0.0000044378044,0.00037167998,0.00003732223,0.000006481245,0.00025152808,0.07621602,0.9022763,0.000015004436,0.019393746,0.0013764173],"study_design_scores_gemma":[0.00067579304,0.00006865932,0.000017474895,0.00006934101,0.000021445381,0.000001950137,0.000002741068,0.0068468093,0.7566934,0.0006288377,0.23467441,0.00029911692],"about_ca_topic_score_codex":0.000038569862,"about_ca_topic_score_gemma":0.0000054178586,"teacher_disagreement_score":0.3693255,"about_ca_system_score_codex":0.00005501427,"about_ca_system_score_gemma":0.000027694503,"threshold_uncertainty_score":0.99887085},"labels":[],"label_agreement":null},{"id":"W2335642196","doi":"10.1002/fuce.201690001","title":"Fuel Cells – Lots of Energy for 2016","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fuel cells; Editorial board; Microbial fuel cell; Computer science; Library science; Operations research; Electricity generation; Engineering; Power (physics); Physics; Chemical engineering","score_opus":0.006292487229465509,"score_gpt":0.1789633968061734,"score_spread":0.1726709095767079,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335642196","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11969223,0.07443291,0.04832977,0.00065914844,0.047656536,0.0026609378,0.0026166907,0.002623281,0.7013285],"genre_scores_gemma":[0.9647168,0.013834559,0.0018497051,0.000052514522,0.00040967067,0.000038540868,0.000011911063,0.00012123797,0.018965043],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989326,0.000017711933,0.00036039215,0.00020388016,0.0001211692,0.00036426674],"domain_scores_gemma":[0.99932283,0.00013580805,0.00007125877,0.00030537444,0.00006348498,0.00010122218],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121493606,0.00020847333,0.00030738948,0.00008145587,0.000019148609,0.000015649897,0.00019551546,0.00021205742,0.000561717],"category_scores_gemma":[0.0000064007836,0.00013962311,0.00013082333,0.00007270516,0.000048396145,0.0000857762,0.000034347784,0.000038513226,0.00026836936],"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":[0.000024513714,0.000033831147,0.0000040634004,0.0014560702,0.000064354615,0.000003824872,0.000054910874,0.00091644,0.9582036,0.00023880467,0.03834418,0.0006553964],"study_design_scores_gemma":[0.0006070289,0.000050348484,0.0000057253324,0.00010088129,0.000023885048,0.0000010988641,0.0000047577882,0.00016615895,0.71255636,0.0013964494,0.28488693,0.0002003425],"about_ca_topic_score_codex":0.000015529076,"about_ca_topic_score_gemma":0.0000043814657,"teacher_disagreement_score":0.8450246,"about_ca_system_score_codex":0.00002454675,"about_ca_system_score_gemma":0.000020363777,"threshold_uncertainty_score":0.6150408},"labels":[],"label_agreement":null},{"id":"W2344733120","doi":"10.1002/fuce.201500139","title":"Degradation of La<sub>0.6</sub>Sr<sub>0.4</sub>Co<sub>0.2</sub>Fe<sub>0.8</sub>O<sub>3–</sub><i><sub>δ</sub></i>–Ce<sub>0.8</sub>Sm<sub>0.2</sub>O<sub>1.9</sub> Cathodes on Coated and Uncoated Porous Metal Supports","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Research and Innovation Foundation","keywords":"Cathode; Materials science; Degradation (telecommunications); Chromium; Oxide; Metal; Polarization (electrochemistry); Chemical engineering; Analytical Chemistry (journal); Metallurgy; Chemistry; Environmental chemistry; Physical chemistry","score_opus":0.014158409720226875,"score_gpt":0.2444831946215273,"score_spread":0.23032478490130043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2344733120","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":[0.9488134,0.003670245,0.0051857647,0.00090171397,0.012775941,0.012581172,0.009228864,0.004652289,0.0021906125],"genre_scores_gemma":[0.95379096,0.025136206,0.0015987497,0.0027776726,0.0037309572,0.002634836,0.006104671,0.0040755286,0.00015040678],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9332608,0.008287015,0.015138219,0.015711755,0.012618661,0.014983543],"domain_scores_gemma":[0.95440894,0.0072788154,0.0130892,0.012130042,0.005949507,0.0071435203],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.013527906,0.01314185,0.012687328,0.006558258,0.004534008,0.0033761102,0.00860609,0.007648945,0.00039667124],"category_scores_gemma":[0.004387896,0.013486904,0.0046893125,0.009888136,0.008076734,0.009948177,0.005645417,0.007466337,0.009321262],"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":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0048184856,0.0057858117,0.0011259016,0.0037259532,0.0021954342,0.003054064,0.0027341149,0.0018650613,0.91755575,0.00038939193,0.02000952,0.036740508],"study_design_scores_gemma":[0.016454022,0.0034958217,0.0036050354,0.0037527238,0.0040360373,0.0016831725,0.0014441854,0.0008396941,0.94451284,0.0031997385,0.0031704146,0.013806311],"about_ca_topic_score_codex":0.00026020413,"about_ca_topic_score_gemma":0.0024078833,"teacher_disagreement_score":0.02695709,"about_ca_system_score_codex":0.006141377,"about_ca_system_score_gemma":0.0051525445,"threshold_uncertainty_score":0.99767387},"labels":[],"label_agreement":null},{"id":"W2461219621","doi":"10.1002/fuce.201500189","title":"Improvement of the Ohmic Loss Process Model of the Proton Exchange Membrane Fuel Cell","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Proton exchange membrane fuel cell; Ohmic contact; Fuel cells; Materials science; Process (computing); Membrane; Chemical engineering; Nuclear engineering; Chemistry; Nanotechnology; Computer science; Engineering","score_opus":0.0066837330783393,"score_gpt":0.17981061636855517,"score_spread":0.17312688329021586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461219621","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":[0.95176005,0.0028740647,0.00012722351,0.0001825277,0.0017758135,0.002865417,0.00020796628,0.00010247324,0.040104486],"genre_scores_gemma":[0.9947974,0.0022492714,0.000044853212,0.000024559647,0.000054451262,0.00010264487,7.187848e-7,0.0000462253,0.0026798525],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99890494,0.000023454135,0.000373576,0.00016891566,0.00026406415,0.00026505985],"domain_scores_gemma":[0.99919295,0.000024570802,0.00015783685,0.00051388534,0.00006998259,0.00004077433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016931214,0.00019174915,0.00024051794,0.000030963492,0.000029660809,0.000009152956,0.00046992573,0.00014152094,0.00017288992],"category_scores_gemma":[0.0000053575986,0.00008542883,0.00012521991,0.0001272398,0.0000973961,0.000064085885,0.00011006957,0.00010143603,0.000021047385],"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":[0.000014526441,0.00005636647,0.000018299379,0.016630352,0.00002344391,3.531813e-7,0.00056268706,0.019187868,0.9632517,0.000005846953,0.00016481658,0.000083752755],"study_design_scores_gemma":[0.00056430383,0.000037155954,0.000008480038,0.00021572768,0.000032740176,6.0952385e-7,0.000021946391,0.004511307,0.99229455,0.00070824986,0.0014675459,0.00013738462],"about_ca_topic_score_codex":0.0000142966255,"about_ca_topic_score_gemma":0.0000032207374,"teacher_disagreement_score":0.043037396,"about_ca_system_score_codex":0.000034546283,"about_ca_system_score_gemma":0.00003716178,"threshold_uncertainty_score":0.34836864},"labels":[],"label_agreement":null},{"id":"W2465663923","doi":"10.1002/fuce.201600060","title":"Sensitivity Analysis of the Impedance Characteristics of Proton Exchange Membrane Fuel Cells","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Electrical impedance; Anode; Proton exchange membrane fuel cell; Cathode; Sensitivity (control systems); Range (aeronautics); Materials science; Analytical Chemistry (journal); Chemistry; Membrane; Electrode; Chromatography; Composite material; Physics","score_opus":0.006539822540293304,"score_gpt":0.18767280627756996,"score_spread":0.18113298373727665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2465663923","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":[0.9898302,0.0010204344,0.00026751222,0.0000445885,0.0014760933,0.00069090177,0.0007257358,0.00009443527,0.005850121],"genre_scores_gemma":[0.99391675,0.0050923093,0.00011345644,0.000014183674,0.000081636834,0.000015947375,0.000006442266,0.000036455105,0.0007228432],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987206,0.00009835821,0.0004742226,0.00020273798,0.00023252008,0.00027157145],"domain_scores_gemma":[0.99892604,0.00014391044,0.00022298991,0.00054824096,0.00009809311,0.000060708528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036245905,0.00021004691,0.00057766534,0.00012795202,0.000021872613,0.0000114657205,0.00018073861,0.00017263262,0.0003822328],"category_scores_gemma":[0.000018700777,0.00012302013,0.00024694618,0.00045003954,0.00010404473,0.000068227215,0.00007601013,0.000092819435,0.000038722454],"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":[0.000018805415,0.000042342865,0.00022546253,0.0043381555,0.0003684987,0.000005409997,0.00029689385,0.001084317,0.9931684,0.0000058235814,0.00012023857,0.00032562346],"study_design_scores_gemma":[0.00026635648,0.000022174529,0.0025726217,0.0001365739,0.00044977522,0.00000109311,0.000009926766,0.00215627,0.9893893,0.00002357443,0.0047821254,0.000190181],"about_ca_topic_score_codex":0.00004499317,"about_ca_topic_score_gemma":0.000014615067,"teacher_disagreement_score":0.0051272777,"about_ca_system_score_codex":0.00003395007,"about_ca_system_score_gemma":0.000016199272,"threshold_uncertainty_score":0.50166154},"labels":[],"label_agreement":null},{"id":"W2471666589","doi":"10.1002/fuce.201600008","title":"Analysis of Catalyst Layer Microstructures: From Imaging to Performance","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":104,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); Alberta Energy; University of Alberta","funders":"","keywords":"Materials science; Microscale chemistry; Focused ion beam; Scanning electron microscope; Microstructure; Anisotropy; Composite material; Chemical engineering; Optics; Ion; Chemistry","score_opus":0.006782412648439258,"score_gpt":0.24780048531258783,"score_spread":0.24101807266414857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2471666589","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":[0.9959704,0.00016699506,0.0021554036,0.000136924,0.0001232211,0.00008941623,0.00014955756,0.000085379084,0.0011226503],"genre_scores_gemma":[0.9946666,0.00005757228,0.0045224144,0.00024434473,0.00004553006,0.0000071459817,0.00000906721,0.00001215675,0.00043519514],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999006,0.000026807711,0.00022100784,0.00030162637,0.00017168085,0.00027288267],"domain_scores_gemma":[0.9993146,0.000047263024,0.00009407332,0.00041383333,0.00005993829,0.00007028295],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001500197,0.000121736164,0.00026071453,0.00018683748,0.00003759319,0.000030391799,0.00031716703,0.000034085853,0.0015051288],"category_scores_gemma":[0.000009161219,0.00008140243,0.00008348831,0.0003514592,0.000056244975,0.00012629933,0.000070506445,0.000038335293,0.00017205691],"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":[0.000026806445,0.000011522869,0.006494804,0.00000833964,0.000028859424,0.0000010462237,0.00020399953,0.0000046439673,0.99167264,0.000023991193,0.0008471231,0.0006762308],"study_design_scores_gemma":[0.000086128006,0.000029879062,0.007466213,0.000021908683,0.00010877239,3.0131295e-7,0.000011289456,0.00002811128,0.989494,0.00010654551,0.0025221272,0.00012467448],"about_ca_topic_score_codex":0.00037226352,"about_ca_topic_score_gemma":0.00011036906,"teacher_disagreement_score":0.0023670108,"about_ca_system_score_codex":0.00005031593,"about_ca_system_score_gemma":0.00002533654,"threshold_uncertainty_score":0.99940765},"labels":[],"label_agreement":null},{"id":"W2500361022","doi":"10.1002/fuce.201500168","title":"Pore Network Modeling of Compressed Fuel Cell Components with OpenPNM","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Engineering and Physical Sciences Research Council","keywords":"Materials science; Saturation (graph theory); Tortuosity; Percolation theory; Porosity; Voronoi diagram; Compression (physics); Percolation (cognitive psychology); Porous medium; Capillary pressure; Capillary action; Mechanics; Multiphase flow; Relative permeability; Scaling; Composite material; Dilation (metric space); Thermal diffusivity; Geometry; Conductivity; Thermodynamics; Chemistry","score_opus":0.010699919698966696,"score_gpt":0.170554779177881,"score_spread":0.1598548594789143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2500361022","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":[0.54466116,0.021403458,0.016461452,0.000102463986,0.004663084,0.001330057,0.00021188354,0.00091706176,0.41024938],"genre_scores_gemma":[0.9943924,0.002471065,0.0022434192,0.000019137227,0.00013915615,0.0000074686964,0.000018201941,0.00007286683,0.00063630525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988494,0.000028633234,0.00035166147,0.00020520894,0.00018794673,0.000377173],"domain_scores_gemma":[0.9993917,0.000048002712,0.000072499766,0.0003246819,0.000057959023,0.00010516162],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000116823336,0.00022834129,0.00035753546,0.00004459604,0.000030058814,0.000023899245,0.00024024663,0.00014196734,0.0002958362],"category_scores_gemma":[0.0000011630553,0.00014433393,0.000058067435,0.00010381472,0.00004272688,0.000102777376,0.000056985176,0.00009618219,0.00012584688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054643457,0.000043204895,0.000041442763,0.0016771194,0.000057833215,0.000020248348,0.00010394558,0.7990894,0.19706903,0.000014566418,0.0017938697,0.000034694687],"study_design_scores_gemma":[0.0064567695,0.00028078686,0.00010401571,0.0018369085,0.0002101817,0.000020423915,0.00007853503,0.65239644,0.28817987,0.0016972758,0.047148738,0.0015900688],"about_ca_topic_score_codex":0.000025892448,"about_ca_topic_score_gemma":0.000002715773,"teacher_disagreement_score":0.4497312,"about_ca_system_score_codex":0.000023027464,"about_ca_system_score_gemma":0.000011982388,"threshold_uncertainty_score":0.5885767},"labels":[],"label_agreement":null},{"id":"W2512495843","doi":"10.1002/fuce.201500205","title":"Fuel Cell Modeling Strategic Roadmap: A Systematic Approach","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"European Commission","keywords":"Automotive industry; Technology roadmap; Fuel cells; Computer science; Process (computing); Manufacturing engineering; Systems engineering; Nanotechnology; Engineering management; Engineering; Business; Materials science","score_opus":0.01632483358933931,"score_gpt":0.17707487025567467,"score_spread":0.16075003666633536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512495843","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07564883,0.042390876,0.01543626,0.000033938784,0.003778253,0.0017434543,0.00006757437,0.0016199101,0.8592809],"genre_scores_gemma":[0.99175596,0.0036120221,0.0018457195,0.000013250503,0.0001677088,0.00006083911,0.000006441306,0.00009704835,0.0024410195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998393,0.000064169406,0.00053060387,0.0003009923,0.00022652485,0.0004847081],"domain_scores_gemma":[0.9992368,0.000052030213,0.000065437416,0.0004486318,0.000043873726,0.00015321656],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028670757,0.0003182235,0.00045996832,0.00010130442,0.00003855944,0.00009182022,0.00027143402,0.0002494211,0.00022165079],"category_scores_gemma":[0.000004387524,0.00020091514,0.00012431764,0.00012261122,0.000023997052,0.00013751013,0.000040324845,0.00012926836,0.0012707891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015310381,0.00014456862,0.0000025549919,0.29354674,0.00015594445,0.000041997355,0.00071053125,0.41587195,0.2883582,0.00027856734,0.0008551085,0.000018499273],"study_design_scores_gemma":[0.0019089514,0.00008533742,8.3141583e-7,0.0038256396,0.0002522129,0.000039921822,0.0005786211,0.94563615,0.03916442,0.006135001,0.00093676976,0.0014361303],"about_ca_topic_score_codex":0.000009629182,"about_ca_topic_score_gemma":7.753646e-7,"teacher_disagreement_score":0.9161071,"about_ca_system_score_codex":0.00006854887,"about_ca_system_score_gemma":0.000021507012,"threshold_uncertainty_score":0.99950683},"labels":[],"label_agreement":null},{"id":"W2585718467","doi":"10.1002/fuce.201600110","title":"Performance of Non‐Destructive Compressive Seals for Reversible Solid Oxide Cells","year":2017,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Compressive strength; Solid oxide fuel cell; Oxide; Chemical engineering; Fuel cells; Composite material; Chemistry; Metallurgy; Physical chemistry; Electrode","score_opus":0.020625016980728154,"score_gpt":0.2965653693829233,"score_spread":0.27594035240219517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2585718467","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":[0.98147815,0.000089713656,0.0019764015,0.000027905708,0.002069053,0.0010363413,0.00036231783,0.000046421086,0.012913688],"genre_scores_gemma":[0.9467258,0.00018352692,0.04738865,0.000090582784,0.00020760858,0.000076687524,0.000010514921,0.000055295506,0.005261363],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9976007,0.00005198367,0.00058798114,0.00062957295,0.00043909656,0.0006906722],"domain_scores_gemma":[0.99662536,0.00022365496,0.0011444185,0.0014382063,0.0004035493,0.00016480518],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050700357,0.00033481838,0.00061628205,0.00008384126,0.00050854025,0.00012254487,0.0014239205,0.00014676951,0.0004836324],"category_scores_gemma":[0.00008636046,0.000326953,0.00015365123,0.00006552771,0.0005463773,0.00084485236,0.0004637865,0.0001453286,0.00042747267],"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":[0.00014860244,0.00006772534,0.0005893145,0.00063941424,0.000023017355,0.0000044490575,0.00035231974,0.0019799257,0.9931437,0.00004701817,0.0028294856,0.00017502502],"study_design_scores_gemma":[0.0011379314,0.0002060574,0.001482211,0.00016409866,0.000052127052,0.0000025713048,0.00014805912,0.001581326,0.9902435,0.0005434066,0.004078193,0.0003605352],"about_ca_topic_score_codex":0.00005582819,"about_ca_topic_score_gemma":0.0000055176324,"teacher_disagreement_score":0.04541225,"about_ca_system_score_codex":0.00009890327,"about_ca_system_score_gemma":0.000108314256,"threshold_uncertainty_score":0.9999183},"labels":[],"label_agreement":null},{"id":"W2770756290","doi":"10.1002/fuce.201700018","title":"Unitized Regenerative Fuel Cells: A Review on Developed Catalyst Systems and Bipolar Plates","year":2017,"lang":"en","type":"review","venue":"Fuel Cells","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Council of Scientific and Industrial Research, India","keywords":"Regenerative fuel cell; Electrolysis; Fossil fuel; Electrochemical energy conversion; Process engineering; Nanotechnology; Fuel cells; Energy source; Unitized regenerative fuel cell; Materials science; Proton exchange membrane fuel cell; Computer science; Electrode; Waste management; Engineering; Chemistry; Electrochemistry; Chemical engineering","score_opus":0.06612282869890318,"score_gpt":0.30718204167067,"score_spread":0.2410592129717668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2770756290","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":[0.0000033309311,0.98066956,0.0000055649148,0.000028867673,0.0013275244,0.0014666597,0.000099450524,0.00019269924,0.016206324],"genre_scores_gemma":[0.00002894688,0.97589856,0.00011852407,0.00014723858,0.00044906113,0.00031474247,0.0018325469,0.0002848469,0.020925509],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99450153,0.00093350007,0.0014523306,0.001446505,0.0007734879,0.0008926299],"domain_scores_gemma":[0.9947766,0.000524741,0.0017575611,0.0021619466,0.0003916748,0.0003874885],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0011581572,0.001458291,0.004372901,0.0005287789,0.00041319316,0.00027624468,0.0012943102,0.0008835509,0.000112311296],"category_scores_gemma":[0.00023533695,0.0011569553,0.00067187403,0.0005408094,0.00019509865,0.0002614782,0.0003706014,0.00095274375,0.0017868481],"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":[0.000047538935,0.00014814477,2.6082282e-7,0.42443734,0.002057687,0.00046931897,0.00022123895,0.000018222874,0.0002914402,0.0033894605,0.027133806,0.54178554],"study_design_scores_gemma":[0.00042527248,0.00010271059,5.848447e-8,0.07828195,0.0018070852,0.00009033618,0.000011283593,0.000010576978,0.0009981594,0.000023029206,0.91709816,0.0011514015],"about_ca_topic_score_codex":0.0014833212,"about_ca_topic_score_gemma":0.00041883523,"teacher_disagreement_score":0.88996434,"about_ca_system_score_codex":0.0006006548,"about_ca_system_score_gemma":0.0008189101,"threshold_uncertainty_score":0.99981666},"labels":[],"label_agreement":null},{"id":"W2789405121","doi":"10.1002/fuce.201700079","title":"High Fidelity Model for Proton Exchange Membrane Fuel Cell Power Module Considering Internal Power Losses","year":2018,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Stack (abstract data type); Proton exchange membrane fuel cell; Power (physics); Nonlinear system; Range (aeronautics); Computer science; Representation (politics); Equivalent circuit; Control theory (sociology); Uniqueness; Fuel cells; Nuclear engineering; Materials science; Engineering; Electrical engineering; Voltage; Mathematics; Physics; Thermodynamics; Control (management)","score_opus":0.013200529183516595,"score_gpt":0.21807225553035423,"score_spread":0.20487172634683762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789405121","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":[0.74125606,0.013500588,0.032877002,0.00021400461,0.015847927,0.0060681314,0.0009676507,0.0020107394,0.1872579],"genre_scores_gemma":[0.98755306,0.0012086317,0.0073929885,0.00014403633,0.00033348612,0.00016014077,0.000020924024,0.00013754981,0.003049178],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981999,0.000026385158,0.0005124363,0.00042660744,0.00021215311,0.0006225524],"domain_scores_gemma":[0.9990415,0.00006294191,0.00009693086,0.00045495882,0.00017222042,0.00017144946],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027645894,0.00039051642,0.00043328165,0.00010625563,0.00008145865,0.000121421064,0.00027387464,0.00029782724,0.0017052742],"category_scores_gemma":[0.000017154614,0.00035776282,0.0001497067,0.000093367555,0.00010833835,0.00021528301,0.000109385786,0.00020235055,0.0003693897],"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":[0.0004028547,0.00035375607,0.00002574039,0.029045712,0.0002891619,0.000056872548,0.0046371548,0.15494028,0.7758465,0.00010992307,0.034190327,0.000101717975],"study_design_scores_gemma":[0.001407223,0.00020072813,0.000008232013,0.00014689457,0.000049232243,0.000009482563,0.00004943993,0.17550348,0.76441675,0.0022145421,0.055316564,0.00067744986],"about_ca_topic_score_codex":0.00005643203,"about_ca_topic_score_gemma":0.000014243928,"teacher_disagreement_score":0.246297,"about_ca_system_score_codex":0.000075499695,"about_ca_system_score_gemma":0.000033198958,"threshold_uncertainty_score":0.9998874},"labels":[],"label_agreement":null},{"id":"W2807163255","doi":"10.1002/fuce.201800025","title":"Comparative Analysis of Two Online Identification Algorithms in a Fuel Cell System","year":2018,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Future Vehicle Technologies (Canada); Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Robustness (evolution); Computer science; Algorithm; Fuel cells; Stack (abstract data type); Identification (biology); Online model; Mathematics; Engineering","score_opus":0.014937608095557718,"score_gpt":0.2553004301096134,"score_spread":0.24036282201405568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807163255","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":[0.93201697,0.004773946,0.0013154255,0.0000072971507,0.002040962,0.00042111805,0.00034841945,0.0002381666,0.058837697],"genre_scores_gemma":[0.99783695,0.0003854689,0.0012324374,0.00000445526,0.00010720644,0.00000769401,0.00009752482,0.000016956365,0.00031129012],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886143,0.000052488766,0.0005397448,0.00020129197,0.00014785568,0.0001971958],"domain_scores_gemma":[0.9994135,0.00003841179,0.00011739648,0.00028113267,0.00009890128,0.00005065424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020654753,0.00015346354,0.00047849558,0.00038061838,0.0000172605,0.000026417687,0.000156972,0.00010128622,0.00014555984],"category_scores_gemma":[0.0000016510911,0.00014266344,0.00009425651,0.00088445,0.000053633936,0.00007145735,0.000024630623,0.000091081274,0.0001779479],"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":[0.00003078817,0.00033166073,0.00024516782,0.0056042206,0.00092687877,0.00001886342,0.006051986,0.28010407,0.7057253,0.00008198276,0.00077915663,0.00009993143],"study_design_scores_gemma":[0.00076780975,0.000050708084,0.0019295033,0.00009662008,0.0005905093,0.0000011349017,0.00076895545,0.6620483,0.33171996,0.00005470252,0.001655081,0.0003167167],"about_ca_topic_score_codex":0.0001464631,"about_ca_topic_score_gemma":0.00014400214,"teacher_disagreement_score":0.3819442,"about_ca_system_score_codex":0.00007051848,"about_ca_system_score_gemma":0.000010371463,"threshold_uncertainty_score":0.58176464},"labels":[],"label_agreement":null},{"id":"W2807751995","doi":"10.1002/fuce.201700187","title":"Development of Bi‐layer Metal Substrate Architectures for Suspension Plasma Sprayed Solid Oxide Fuel Cells","year":2018,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Electrolyte; Layer (electronics); Oxide; Cermet; Chemical engineering; Solid oxide fuel cell; Electrode; Open-circuit voltage; Substrate (aquarium); Metal; Electrochemistry; Porosity; Composite material; Metallurgy; Chemistry; Voltage","score_opus":0.03113660173908636,"score_gpt":0.2905242970159234,"score_spread":0.259387695276837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807751995","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":[0.9853382,0.00017114061,0.0077036913,0.000024550145,0.0022169396,0.001091983,0.00011615355,0.00013190732,0.003205442],"genre_scores_gemma":[0.7666382,0.00002112332,0.23113513,0.00014181863,0.00027627448,0.000062095256,0.000019466008,0.000084177256,0.0016217156],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9958909,0.00012568249,0.001201336,0.00094864774,0.0007562975,0.0010771424],"domain_scores_gemma":[0.99751145,0.00032722816,0.00067154306,0.0008044857,0.00042468784,0.00026062966],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009801069,0.0005576524,0.0007367027,0.00022570691,0.00024687772,0.00008179582,0.0008236728,0.0002077932,0.0014237857],"category_scores_gemma":[0.000082005,0.0004964479,0.00019563982,0.00028518712,0.0004741858,0.000153099,0.00033751674,0.00018361192,0.0012001194],"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":[0.0003877855,0.0001919875,0.0000179619,0.0003875767,0.000051319465,0.000009385882,0.0016252652,0.00071647315,0.9953712,0.00007740462,0.0007582256,0.00040539316],"study_design_scores_gemma":[0.0011885667,0.00022498674,0.00012451787,0.0000725166,0.000064046886,0.0000068616237,0.00021641416,0.0003175439,0.96911454,0.0012569196,0.026851593,0.0005614893],"about_ca_topic_score_codex":0.000020468067,"about_ca_topic_score_gemma":0.00017485906,"teacher_disagreement_score":0.22343144,"about_ca_system_score_codex":0.00012293711,"about_ca_system_score_gemma":0.0002647243,"threshold_uncertainty_score":0.9997487},"labels":[],"label_agreement":null},{"id":"W2810007019","doi":"10.1002/fuce.201800052","title":"Investigation of a New Anion Exchange Membrane‐based Direct Ammonia Fuel Cell System","year":2018,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","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":"Ontario Tech University","funders":"","keywords":"Ammonia; Proton exchange membrane fuel cell; Electrolyte; Aqueous solution; Open-circuit voltage; Power density; Chemical engineering; Chemistry; Electrochemistry; Direct-ethanol fuel cell; Materials science; Fuel cells; Electrode; Voltage; Thermodynamics; Organic chemistry; Power (physics); Electrical engineering","score_opus":0.013892867676607839,"score_gpt":0.18710744214976577,"score_spread":0.17321457447315794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810007019","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":[0.587617,0.015778493,0.00051027496,0.000062417705,0.009455788,0.0011650141,0.00013328576,0.0016255568,0.3836522],"genre_scores_gemma":[0.9954325,0.0006199289,0.0021076344,0.000029352044,0.00052557874,0.000009517797,0.000027333042,0.000070235736,0.0011778992],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988831,0.000054247892,0.00036817437,0.00021980959,0.00019559728,0.0002790613],"domain_scores_gemma":[0.9993133,0.000038838396,0.000106625914,0.00031426598,0.0000685069,0.0001584696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020552427,0.0002233233,0.0003163783,0.0001250899,0.000033509805,0.00003529938,0.00015752605,0.00022403216,0.0002593982],"category_scores_gemma":[0.0000042485804,0.00020527175,0.00007669435,0.00023871819,0.000058941423,0.00009247,0.000024894718,0.00009183546,0.00042408798],"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":[0.00003501793,0.000018048515,0.00003354757,0.024717635,0.000038911207,0.000010265751,0.001329686,0.0041172877,0.9606061,0.000010757329,0.008993973,0.000088780405],"study_design_scores_gemma":[0.00065320864,0.000093041526,0.000046055706,0.00030099248,0.000051517945,0.0000017650124,0.00004237872,0.013014355,0.96550924,0.000033351047,0.020006405,0.0002476757],"about_ca_topic_score_codex":0.00020103119,"about_ca_topic_score_gemma":0.000019715157,"teacher_disagreement_score":0.40781558,"about_ca_system_score_codex":0.00006497522,"about_ca_system_score_gemma":0.000039894418,"threshold_uncertainty_score":0.83707386},"labels":[],"label_agreement":null},{"id":"W2884515632","doi":"10.1002/fuce.201700216","title":"CO<sub>2</sub> Enrichment in Anode Loop and Correlation with CO Poisoning of Low Pt Anodes in PEM Fuel Cells","year":2018,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","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":"Vancouver Native Health Society; Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Anode; Proton exchange membrane fuel cell; Hydrogen; Hydrogen purifier; Cathode; Electrochemistry; Direct-ethanol fuel cell; Materials science; Hydrogen fuel; Chemical engineering; Analytical Chemistry (journal); Chemistry; Catalysis; Hydrogen production; Electrode; Chromatography","score_opus":0.004655356966829847,"score_gpt":0.19141145156696965,"score_spread":0.1867560946001398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884515632","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":[0.9872584,0.0020301922,0.0001926133,0.0000087168755,0.00048186007,0.00033670748,0.000024802272,0.00007065153,0.009596099],"genre_scores_gemma":[0.9968803,0.0023711713,0.0004847639,0.000022061557,0.000068553076,0.000011275869,0.000022881768,0.000053779284,0.00008524408],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986317,0.00005433613,0.00045842445,0.0002836376,0.00019694451,0.00037494698],"domain_scores_gemma":[0.99947596,0.00007774521,0.00010700913,0.00020979546,0.000048738326,0.00008075556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027181895,0.0002610308,0.00038017647,0.00023446837,0.000028981212,0.000042818465,0.00010453429,0.00022313462,0.000068131034],"category_scores_gemma":[0.0000060147886,0.00023450132,0.000029802337,0.00026725887,0.00011267438,0.00016175803,0.000024055027,0.00020203303,0.00008291932],"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":[0.00008286166,0.000081471335,0.0044941115,0.0016868535,0.000027539916,0.000031291198,0.001707242,0.032162853,0.95915616,0.00001201034,0.00037289658,0.00018470926],"study_design_scores_gemma":[0.0014388452,0.00018046987,0.0036781712,0.0004445524,0.000020394842,0.0000069512625,0.00018552867,0.016766349,0.9764044,0.000080604106,0.00044040103,0.0003533162],"about_ca_topic_score_codex":0.000058446272,"about_ca_topic_score_gemma":0.00007643066,"teacher_disagreement_score":0.017248254,"about_ca_system_score_codex":0.00008134291,"about_ca_system_score_gemma":0.000026087471,"threshold_uncertainty_score":0.9562686},"labels":[],"label_agreement":null},{"id":"W2911354088","doi":"10.1002/fuce.201800056","title":"Composite Membranes of PVDF Nanofibers Impregnated with Nafion for Increased Fuel Concentrations in Direct Methanol Fuel Cells","year":2019,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"China Scholarship Council","keywords":"Nafion; Membrane; Methanol fuel; Materials science; Methanol; Proton exchange membrane fuel cell; Chemical engineering; Direct methanol fuel cell; Nanofiber; Swelling; Composite number; Composite material; Chemistry; Electrochemistry; Organic chemistry; Electrode","score_opus":0.004764631128774775,"score_gpt":0.18562572174373038,"score_spread":0.1808610906149556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911354088","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":[0.92961055,0.008495315,0.00013209462,0.00002701988,0.0020751664,0.0025089814,0.00042399872,0.0003693604,0.05635753],"genre_scores_gemma":[0.9947229,0.0022210479,0.0021781498,0.000029376262,0.000044099368,0.00005802938,0.00013035898,0.00009255182,0.0005234907],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99835277,0.000080917394,0.0005481083,0.0003440958,0.00021400278,0.0004601051],"domain_scores_gemma":[0.99903274,0.00024251973,0.000144312,0.0003550922,0.000108928994,0.0001164277],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023118226,0.0003427205,0.0006196455,0.00018942045,0.00003072072,0.000045183806,0.00021653622,0.00027195565,0.0002531375],"category_scores_gemma":[0.0000047316207,0.00029292313,0.00011974849,0.00033767667,0.00006555038,0.0001771384,0.000028051898,0.00014664112,0.00008409413],"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":[0.00016246096,0.00008549789,0.00016238411,0.0061763674,0.00014100331,0.00000897534,0.0005355511,0.038153615,0.95435643,0.000023546983,0.00017009226,0.00002404612],"study_design_scores_gemma":[0.0027192798,0.00016770487,0.00016630058,0.00037141464,0.000105062674,0.000003454572,0.000109485925,0.009015771,0.98339635,0.00007479767,0.0034319256,0.0004384283],"about_ca_topic_score_codex":0.00023443227,"about_ca_topic_score_gemma":0.000053266347,"teacher_disagreement_score":0.06511236,"about_ca_system_score_codex":0.00007193354,"about_ca_system_score_gemma":0.000047988357,"threshold_uncertainty_score":0.9999523},"labels":[],"label_agreement":null},{"id":"W2926243646","doi":"10.1002/fuce.201800154","title":"Powering Solid Oxide Fuel Cells with Syngas Using La<sub>0.4</sub>Sr<sub>0.5</sub>Ba<sub>0.1</sub>TiO<sub>3</sub> Anode Infitrated with Nano‐composite","year":2019,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Hamilton Health Sciences","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anode; Syngas; Materials science; Chemical engineering; Electrochemistry; Composite number; Catalysis; Solid oxide fuel cell; Oxide; Hydrogen; Perovskite (structure); Electrode; Chemistry; Composite material; Metallurgy; Organic chemistry","score_opus":0.00915131761720445,"score_gpt":0.22702682361269663,"score_spread":0.21787550599549219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2926243646","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":[0.981556,0.00097348273,0.0057584574,0.00006681055,0.0031499048,0.0035025096,0.00042301934,0.0012190355,0.003350774],"genre_scores_gemma":[0.9877069,0.0014528807,0.0077251936,0.0009548941,0.000641691,0.00020210797,0.00019714929,0.0010050087,0.000114165785],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9835949,0.0010944369,0.0029787451,0.004305751,0.0033348761,0.00469129],"domain_scores_gemma":[0.99009806,0.00087376736,0.002566829,0.0037284996,0.001229877,0.001502945],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0021930425,0.0031465532,0.0030194314,0.0010947422,0.0009960962,0.0014186979,0.0024889237,0.0012214798,0.00019195565],"category_scores_gemma":[0.00011128889,0.0030278573,0.000624053,0.0025643057,0.0013779936,0.0032970859,0.001405321,0.001975821,0.0048912303],"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":[0.0012900893,0.0007860731,0.0008046322,0.0016355189,0.00035839734,0.0007358344,0.0012306364,0.04133713,0.9508542,0.00006921465,0.00042493298,0.0004733602],"study_design_scores_gemma":[0.004762559,0.0009123914,0.000875367,0.0017460468,0.0005804075,0.00046072068,0.00054744456,0.0017664953,0.98316216,0.00036791794,0.0008955891,0.0039229183],"about_ca_topic_score_codex":0.000071994305,"about_ca_topic_score_gemma":0.0002309878,"teacher_disagreement_score":0.039570633,"about_ca_system_score_codex":0.0013975042,"about_ca_system_score_gemma":0.0011478208,"threshold_uncertainty_score":0.99961793},"labels":[],"label_agreement":null},{"id":"W2970186535","doi":"10.1002/fuce.201800113","title":"Performance and Properties of Suspension Plasma Sprayed Metal‐Supported Cu‐Co‐Ni‐SDC SOFC Anodes in Methane","year":2019,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anode; Materials science; Solid oxide fuel cell; Metal; Oxide; Diffusion; Chemical engineering; Coating; Methane; Fabrication; Metallurgy; Composite material; Electrode; Chemistry","score_opus":0.020830510727613872,"score_gpt":0.24640184132433648,"score_spread":0.2255713305967226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970186535","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":[0.9924815,0.00053420744,0.000013947202,0.000021078033,0.000675204,0.0006575271,0.00001892398,0.00005100166,0.0055466047],"genre_scores_gemma":[0.99196184,0.00044308833,0.0037415698,0.00006233834,0.000033495075,0.000017933857,0.000008912106,0.000038743256,0.003692062],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99769384,0.00014438856,0.0006254837,0.0005490744,0.0004789232,0.00050831883],"domain_scores_gemma":[0.9988741,0.00008315805,0.00030786206,0.00053195277,0.00010995141,0.00009292166],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008039363,0.00028930826,0.0005713697,0.00017803884,0.000038287937,0.000034251643,0.00033487604,0.0001219296,0.0016195333],"category_scores_gemma":[0.000052776886,0.00023953621,0.00004669401,0.00023041389,0.00023295946,0.0006117439,0.00021625079,0.00015968838,0.0007005125],"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":[0.00021076044,0.000099027515,0.0065152333,0.0006477567,0.000011018356,0.000007873943,0.00066752173,0.00033243536,0.99115735,0.000018289602,0.00008730154,0.00024543086],"study_design_scores_gemma":[0.0011020199,0.0001935181,0.0016013932,0.00015967098,0.000023980252,0.00000892299,0.00031977808,0.0012898991,0.9931245,0.000054705786,0.0018248125,0.00029683407],"about_ca_topic_score_codex":0.00007905646,"about_ca_topic_score_gemma":0.000025704187,"teacher_disagreement_score":0.0049138404,"about_ca_system_score_codex":0.000054194956,"about_ca_system_score_gemma":0.0000743154,"threshold_uncertainty_score":0.99929315},"labels":[],"label_agreement":null},{"id":"W2972062250","doi":"10.1002/fuce.201800173","title":"Characterization of Thermal and Electronic Conductivities of Catalyst Layers of Polymer Electrolyte Membrane Fuel Cells","year":2019,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Materials science; Electrolyte; CLs upper limits; Characterization (materials science); Thermal conductivity; Polymer; Conductivity; Membrane; Chemical engineering; Fuel cells; Work (physics); Composite number; Porosity; Microstructure; Composite material; Nanotechnology; Electrode; Chemistry; Mechanical engineering","score_opus":0.003282475619607388,"score_gpt":0.16216339735539886,"score_spread":0.15888092173579146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972062250","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":[0.99093324,0.003760061,0.000009281622,0.00000600019,0.00037833146,0.0002178821,0.0000634733,0.000033449032,0.0045982525],"genre_scores_gemma":[0.9954869,0.0037425507,0.000015629921,0.000006754069,0.000033241227,0.0000035547391,0.000034608573,0.00004242606,0.00063431927],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999015,0.00003289905,0.0003806199,0.00015359168,0.00014236773,0.0002755665],"domain_scores_gemma":[0.99949485,0.000036811824,0.00017179194,0.00021559803,0.000044271324,0.00003668622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001272208,0.00017808088,0.00044141297,0.000112950445,0.000009132527,0.000008555657,0.000108621076,0.00014674167,0.00030589305],"category_scores_gemma":[0.0000013323323,0.0001620644,0.000068066656,0.00012477122,0.000058684232,0.00013517891,0.000024206814,0.00011229273,0.000015800564],"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":[0.000046903413,0.000030501158,0.00003297878,0.0033397772,0.00012215604,5.373945e-7,0.00052900513,0.0008882985,0.99490035,0.00006997965,0.0000061263077,0.000033410688],"study_design_scores_gemma":[0.00046036087,0.0001130967,0.000108387314,0.00005179876,0.000055474025,0.0000019894435,0.000051733718,0.00047443295,0.99824613,0.000019676181,0.0002632867,0.00015364357],"about_ca_topic_score_codex":0.000053728905,"about_ca_topic_score_gemma":0.000002394856,"teacher_disagreement_score":0.0045536463,"about_ca_system_score_codex":0.0000171013,"about_ca_system_score_gemma":0.000031582626,"threshold_uncertainty_score":0.66087943},"labels":[],"label_agreement":null},{"id":"W2974481583","doi":"10.1002/fuce.201900021","title":"Two‐Phase Flow Modeling of Direct Methanol Fuel Cell Anode Compartment","year":2019,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Anode; Pressure drop; Materials science; Volumetric flow rate; Two-phase flow; Drop (telecommunication); Mechanics; Surface tension; Cathode; Methanol fuel; Methanol; Analytical Chemistry (journal); Capillary action; Void (composites); Chemistry; Thermodynamics; Flow (mathematics); Composite material; Chromatography; Electrode","score_opus":0.01074722790065214,"score_gpt":0.22117453852581784,"score_spread":0.2104273106251657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974481583","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46911654,0.020847056,0.0009897618,0.0000119683145,0.0044272584,0.00080686214,0.00018273745,0.00045617085,0.5031616],"genre_scores_gemma":[0.99229985,0.00241802,0.004104569,0.000021221897,0.000091934286,0.00001132017,0.000038096092,0.00007439925,0.0009406089],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986464,0.000043671822,0.00045720994,0.00026037576,0.0002178925,0.00037449156],"domain_scores_gemma":[0.99931204,0.000047959096,0.000066366025,0.00041375842,0.000050184033,0.00010968965],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020623516,0.0002683976,0.0004977313,0.000104072984,0.000019119012,0.000029928526,0.00019822696,0.00013723344,0.00090049295],"category_scores_gemma":[0.0000020786892,0.00024216434,0.00013572804,0.00013219773,0.000018232176,0.000092135946,0.000053584463,0.00014904328,0.00079033547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002002192,0.00010387654,0.0000047369545,0.0022422601,0.000051156632,0.0000058608975,0.00026574766,0.7009872,0.29584146,0.0000046898194,0.00042885655,0.000044139546],"study_design_scores_gemma":[0.0014673609,0.00006296434,5.431082e-7,0.000058504265,0.000048070786,0.000001171937,0.00003885167,0.66601646,0.3259719,0.000101184065,0.005987365,0.0002456044],"about_ca_topic_score_codex":0.000034037523,"about_ca_topic_score_gemma":0.0000021295004,"teacher_disagreement_score":0.5231833,"about_ca_system_score_codex":0.00004515989,"about_ca_system_score_gemma":0.000017485047,"threshold_uncertainty_score":0.99998766},"labels":[],"label_agreement":null},{"id":"W2982485071","doi":"10.1002/fuce.201900089","title":"Passive and Active Coupling Comparison of Fuel Cell and Supercapacitor for a Three‐Wheel Electric Vehicle","year":2019,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Excellence Research Chairs, Government of Canada","keywords":"Supercapacitor; Sizing; Stack (abstract data type); Automotive engineering; Powertrain; Electric vehicle; Power (physics); Energy storage; Electronic component; Capital cost; Coupling (piping); Computer science; Electrical engineering; Engineering; Torque; Electrode; Physics; Mechanical engineering; Chemistry; Capacitance","score_opus":0.01404296384513088,"score_gpt":0.2524221630595631,"score_spread":0.23837919921443224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982485071","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":[0.9933857,0.002054411,0.003082844,0.000024511939,0.00010212333,0.0005819394,0.00003244579,0.00011984474,0.00061621924],"genre_scores_gemma":[0.9982423,0.0002204501,0.0013527253,0.000004545383,0.000023414777,0.000038429152,0.0000033476306,0.000033858392,0.000080933685],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991786,0.000004667618,0.00016483043,0.00021318234,0.00012402463,0.00031470603],"domain_scores_gemma":[0.9993752,0.0002845353,0.00003576233,0.00019476637,0.00006242979,0.000047299316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050581682,0.00014070462,0.0002699239,0.00012057961,0.000027333155,0.000017697063,0.0001302766,0.00012338508,0.000022179904],"category_scores_gemma":[0.000020563402,0.00013957947,0.000028729675,0.00015607555,0.000056127756,0.00012682335,0.000067820794,0.00023710242,0.000016485486],"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":[0.00005589214,0.00004105555,0.005476471,0.0012801216,0.00003163881,0.0000010416514,0.00040792822,0.0050073094,0.976036,0.000035514524,0.00026936553,0.011357645],"study_design_scores_gemma":[0.00076703215,0.00030542893,0.0022414944,0.000027273734,0.000012482849,7.896627e-7,0.0006235453,0.36259642,0.6314953,0.000780904,0.0009459187,0.00020343311],"about_ca_topic_score_codex":0.0000067547185,"about_ca_topic_score_gemma":0.000009847833,"teacher_disagreement_score":0.35758913,"about_ca_system_score_codex":0.000061508355,"about_ca_system_score_gemma":0.000011979723,"threshold_uncertainty_score":0.56918854},"labels":[],"label_agreement":null},{"id":"W3008714854","doi":"10.1002/fuce.201900171","title":"New CCL|MPL Architecture Reducing Interfacial Gaps and Enhancing PEM Fuel Cell Performance","year":2020,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microporous material; Proton exchange membrane fuel cell; Cathode; Materials science; Chemical engineering; Sintering; Catalysis; Layer (electronics); Membrane electrode assembly; Electrode; Fuel cells; Nanotechnology; Composite material; Anode; Chemistry","score_opus":0.0058549802892562605,"score_gpt":0.17002330721295011,"score_spread":0.16416832692369385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008714854","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":[0.86171883,0.028982727,0.0027848142,0.0003715985,0.003829576,0.0005106167,0.00004088832,0.0008875833,0.10087338],"genre_scores_gemma":[0.98877305,0.005459641,0.0036951257,0.00014139993,0.0008250408,0.00000389209,0.000010487245,0.00008106176,0.001010293],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987672,0.000022445634,0.00033218905,0.0003260381,0.00014662206,0.00040552169],"domain_scores_gemma":[0.999439,0.000031719213,0.00005137461,0.00017728868,0.000018408396,0.00028221833],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008832079,0.00029287292,0.00031345998,0.000061157385,0.00005966443,0.000103774364,0.00017734966,0.00018543926,0.00044800484],"category_scores_gemma":[0.000008108104,0.00027131676,0.0000610638,0.00014594772,0.000026954769,0.000116893796,0.00009562359,0.00039098307,0.00029586293],"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":[0.00006168682,0.000012395324,0.000017380959,0.009249448,0.000040923056,0.000025965388,0.0072526764,0.064514704,0.9124883,0.000003481506,0.0039132102,0.0024198703],"study_design_scores_gemma":[0.0007235667,0.00013824891,0.00004047459,0.00018346576,0.00004804932,0.000017279046,0.00013972615,0.009420832,0.9099659,0.00006464605,0.07871225,0.00054556533],"about_ca_topic_score_codex":0.00002411672,"about_ca_topic_score_gemma":0.000003569028,"teacher_disagreement_score":0.12705424,"about_ca_system_score_codex":0.000023548757,"about_ca_system_score_gemma":0.000028774859,"threshold_uncertainty_score":0.9999739},"labels":[],"label_agreement":null},{"id":"W3011993941","doi":"10.1002/fuce.201900146","title":"Impact of Carbon Porosity on the Performance of Cathode Microporous Layers in Proton Exchange Membrane Fuel Cells","year":2020,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microporous material; Porosity; Materials science; Proton exchange membrane fuel cell; Carbon black; Chemical engineering; Carbon fibers; Specific surface area; Composite material; Fuel cells; Chemistry; Catalysis; Composite number","score_opus":0.012717423110234488,"score_gpt":0.2053865523852086,"score_spread":0.1926691292749741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011993941","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":[0.9902024,0.0014776066,8.334377e-7,0.00003649663,0.0002942545,0.0007754241,0.00006315232,0.000052958392,0.007096863],"genre_scores_gemma":[0.99518543,0.0045101503,0.00007142664,0.000031649342,0.000062252984,0.000023169443,0.000006729279,0.00004698761,0.00006221824],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99883795,0.00006403555,0.00040790928,0.00019957185,0.00018550594,0.00030500285],"domain_scores_gemma":[0.99941856,0.00005532185,0.00012354022,0.0002876218,0.000034947116,0.000079983525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024073423,0.0002413206,0.00040969913,0.00006957798,0.000015705973,0.000011778845,0.00024716038,0.00016663961,0.0001948694],"category_scores_gemma":[0.000007221085,0.00016807274,0.00010675099,0.0002417821,0.000056709036,0.000045933117,0.000047541154,0.0002486359,0.000027631002],"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":[0.000106386484,0.00006863487,0.0004392886,0.007045409,0.00003949923,0.000010384474,0.0026645013,0.047241263,0.9421874,7.716485e-7,0.00016599605,0.000030418872],"study_design_scores_gemma":[0.00046503136,0.00033734576,0.00056028395,0.000121616955,0.000020553925,0.0000014692193,0.000044361932,0.006484537,0.9913872,0.00000464515,0.00038119772,0.00019177825],"about_ca_topic_score_codex":0.00043390002,"about_ca_topic_score_gemma":0.000008260792,"teacher_disagreement_score":0.049199734,"about_ca_system_score_codex":0.00006706304,"about_ca_system_score_gemma":0.000029677756,"threshold_uncertainty_score":0.68538076},"labels":[],"label_agreement":null},{"id":"W3012492721","doi":"10.1002/fuce.201900173","title":"Effects of Fuel Cell Operating Conditions on Proton Exchange Membrane Durability at Open‐Circuit Voltage","year":2020,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); National Research Council Canada","funders":"National Research Council Canada","keywords":"Durability; Proton exchange membrane fuel cell; Stack (abstract data type); Open-circuit voltage; Membrane; Membrane electrode assembly; Commercialization; Materials science; Relative humidity; Operating temperature; Fuel cells; Chemical engineering; Voltage; Process engineering; Composite material; Chemistry; Computer science; Electrical engineering; Engineering; Electrode; Electrolyte","score_opus":0.01421764903694212,"score_gpt":0.2109981915435283,"score_spread":0.1967805425065862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012492721","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":[0.701671,0.0062343106,0.00009897414,0.00013843332,0.0020199628,0.007225831,0.00042316492,0.0006048517,0.28158346],"genre_scores_gemma":[0.99694824,0.0014354154,0.00008842751,0.00019096697,0.00014240273,0.00022853633,0.0000543519,0.00007725572,0.0008343882],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985984,0.00007869704,0.00043054865,0.0003638779,0.00019658174,0.00033188943],"domain_scores_gemma":[0.99918795,0.00018264678,0.00009024353,0.0003005641,0.00004674657,0.00019183774],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017756611,0.00028541603,0.00046319733,0.00004542866,0.00008186382,0.00007440939,0.0003574115,0.00019694473,0.0016013669],"category_scores_gemma":[0.00003644414,0.00025968373,0.00010243382,0.00017846176,0.000052442017,0.00013583318,0.00017578203,0.00022068192,0.0005414224],"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":[0.000028659071,0.00011627479,0.000013883635,0.049701534,0.000036714024,0.000036189165,0.0014601899,0.008399852,0.93855214,0.000018235643,0.001618791,0.000017532057],"study_design_scores_gemma":[0.0011888664,0.00022148636,0.000052444,0.00015839073,0.00004493196,0.0000015141786,0.000033502733,0.002678554,0.97815555,0.00008182017,0.017075542,0.00030739087],"about_ca_topic_score_codex":0.000039804705,"about_ca_topic_score_gemma":0.0000038323105,"teacher_disagreement_score":0.29527724,"about_ca_system_score_codex":0.00007812828,"about_ca_system_score_gemma":0.000019830517,"threshold_uncertainty_score":0.9999855},"labels":[],"label_agreement":null},{"id":"W3025255804","doi":"10.1002/fuce.201900082","title":"Energy Management of a Hybrid Tidal Turbine‐Hydrogen Micro‐Grid: Losses Minimization Strategy","year":2020,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Interreg; European Regional Development Fund","keywords":"Proton exchange membrane fuel cell; Computer science; Turbine; Energy management; TEC; Polymer electrolyte membrane electrolysis; High-pressure electrolysis; Environmental science; Automotive engineering; Process engineering; Nuclear engineering; Energy (signal processing); Engineering; Mechanical engineering; Physics; Electrolysis; Fuel cells","score_opus":0.01461433527126278,"score_gpt":0.2067665917034488,"score_spread":0.19215225643218603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025255804","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":[0.7506438,0.0053979657,0.008150537,0.0006080267,0.0022207403,0.0006437064,0.00030255778,0.00070194807,0.23133072],"genre_scores_gemma":[0.99132097,0.0004236104,0.00096952793,0.00027780802,0.0005856842,0.000030151217,0.0002306398,0.00008534819,0.006076276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99786496,0.00013687996,0.00064649637,0.0005342678,0.00039713623,0.00042025698],"domain_scores_gemma":[0.9989251,0.00003945358,0.00027040194,0.00044344208,0.00009755416,0.00022403369],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000091541595,0.0003245213,0.0004411024,0.00010067219,0.000046863966,0.000046797588,0.0004273493,0.00007460736,0.0006214675],"category_scores_gemma":[0.0000064214573,0.00032352615,0.0001634591,0.00039676792,0.00006233502,0.00013029644,0.00013901383,0.000080653466,0.00019034478],"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":[0.00015045924,0.00026204542,0.0001299498,0.0015626634,0.000716924,0.0006567908,0.00032629276,0.7840508,0.17388143,0.005268744,0.027250597,0.005743272],"study_design_scores_gemma":[0.00083027116,0.0001139893,0.000030177529,0.00007977,0.000083982755,0.000018554623,0.0001596657,0.008931667,0.7467504,0.0001488829,0.24246977,0.0003828709],"about_ca_topic_score_codex":0.0016795947,"about_ca_topic_score_gemma":0.000091443995,"teacher_disagreement_score":0.7751192,"about_ca_system_score_codex":0.000059261645,"about_ca_system_score_gemma":0.000059342197,"threshold_uncertainty_score":0.9999217},"labels":[],"label_agreement":null},{"id":"W3090725354","doi":"10.1002/fuce.201900165","title":"Performance Analysis of an Air‐Breathing Micro‐Direct Methanol Fuel Cell with an Extended Anode Region","year":2020,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Anode; Direct methanol fuel cell; Materials science; Direct-ethanol fuel cell; Methanol fuel; Power density; Catalysis; Membrane electrode assembly; Chemical engineering; Methanol; Proton exchange membrane fuel cell; Methanol reformer; Electrode; Chemistry; Power (physics); Steam reforming; Organic chemistry; Engineering","score_opus":0.01117379319810196,"score_gpt":0.20768931025984955,"score_spread":0.19651551706174758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090725354","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":[0.9689871,0.00037451796,0.0002597042,0.00007821563,0.00006399359,0.00012402376,0.0000053755684,0.0002289316,0.029878154],"genre_scores_gemma":[0.9943148,0.00021269031,0.003928307,0.00037793058,0.00009095246,0.000008608846,0.00020500555,0.000076219345,0.0007855114],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.997707,0.00019820206,0.00039321414,0.00073977077,0.0004933404,0.00046848637],"domain_scores_gemma":[0.9983264,0.000050967876,0.0003109082,0.0008093554,0.00021218916,0.00029017622],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024343033,0.00035092834,0.00063588255,0.00039515636,0.000090309775,0.000027838798,0.0005260186,0.00017271872,0.00010895647],"category_scores_gemma":[0.000012143613,0.00031526896,0.00020962846,0.0017478066,0.00007546123,0.0006328424,0.000074486816,0.00023254943,0.000038922626],"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":[0.0010555246,0.00042149465,0.0013017555,0.00073676417,0.0011279356,0.00015015106,0.0053827353,0.0820811,0.90355235,0.000073003444,0.00013734751,0.003979836],"study_design_scores_gemma":[0.0007909429,0.0010458777,0.0007982043,0.000027450376,0.0013759987,0.000009127888,0.00028406718,0.059704475,0.93271655,0.000018025614,0.0027626664,0.0004666224],"about_ca_topic_score_codex":0.0011702614,"about_ca_topic_score_gemma":0.00050758146,"teacher_disagreement_score":0.02916419,"about_ca_system_score_codex":0.00010894537,"about_ca_system_score_gemma":0.00008665303,"threshold_uncertainty_score":0.99992996},"labels":[],"label_agreement":null},{"id":"W3113080019","doi":"10.1002/fuce.201900233","title":"Influence of Microstructure on Electrochemical Performance of Plasma Sprayed Ni‐YSZ Anodes for SOFCs","year":2020,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Anode; Dielectric spectroscopy; Microstructure; Triple phase boundary; Yttria-stabilized zirconia; Solid oxide fuel cell; Analytical Chemistry (journal); Oxide; Porosity; Electrochemistry; Cubic zirconia; Chemical engineering; Electrode; Composite material; Metallurgy; Chemistry; Ceramic; Chromatography","score_opus":0.010660292545177608,"score_gpt":0.23786711378539702,"score_spread":0.2272068212402194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113080019","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":[0.9981835,0.00010305541,0.00043587052,0.000057652207,0.00016817838,0.00041975427,0.00014130035,0.00003924723,0.00045143577],"genre_scores_gemma":[0.9807876,0.00006450192,0.018442469,0.0004032804,0.00009937623,0.000017559662,0.000012998587,0.000031721807,0.00014050667],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982785,0.00003159969,0.0005172417,0.0004266905,0.00034247487,0.0004034921],"domain_scores_gemma":[0.9988164,0.00017874512,0.00037191375,0.00033986528,0.0001849538,0.00010815667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014587509,0.0002338099,0.00041021284,0.000039906437,0.00004566704,0.0000139632975,0.00054066465,0.00012487615,0.00016089743],"category_scores_gemma":[0.00013672741,0.00021591852,0.00007794304,0.00018807573,0.00022062226,0.00017485891,0.000109053915,0.00014710045,0.00006390787],"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":[0.00064150715,0.000047580925,0.00030357356,0.0008716057,0.000009573772,8.313177e-7,0.000400369,0.0056223106,0.99150765,0.000063457,0.00047104352,0.00006048092],"study_design_scores_gemma":[0.0007177025,0.0005978322,0.0001791675,0.00006358289,0.000020315849,0.000001676975,0.000027768649,0.00060592295,0.99408567,0.00015083101,0.003345984,0.00020355926],"about_ca_topic_score_codex":0.0000024744234,"about_ca_topic_score_gemma":6.545523e-7,"teacher_disagreement_score":0.018006599,"about_ca_system_score_codex":0.0000370839,"about_ca_system_score_gemma":0.000071791415,"threshold_uncertainty_score":0.8804902},"labels":[],"label_agreement":null},{"id":"W4327595100","doi":"10.1002/fuce.202200069","title":"Tailoring the solid oxide fuel cell anode support composition and microstructure for low‐temperature applications","year":2023,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Yttria-stabilized zirconia; Anode; Materials science; Solid oxide fuel cell; Microstructure; Non-blocking I/O; Cathode; Oxide; Chemical engineering; Cubic zirconia; Nickel; Nickel oxide; Layer (electronics); Porosity; Metallurgy; Composite material; Electrode; Chemistry; Ceramic; Catalysis","score_opus":0.011068345857150455,"score_gpt":0.26377210992858774,"score_spread":0.2527037640714373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327595100","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":[0.98247737,0.0011748042,0.0053708437,0.0006582585,0.0018069539,0.0034767576,0.0013344059,0.00053076696,0.0031698707],"genre_scores_gemma":[0.9799344,0.0005921852,0.01189917,0.0010054486,0.0005220106,0.00062606565,0.000334107,0.00009287967,0.004993747],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99816245,0.000053809286,0.00037254873,0.0005782736,0.0002679897,0.0005649127],"domain_scores_gemma":[0.9987763,0.00020915145,0.00018905845,0.0005756809,0.00013055043,0.00011923821],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003871292,0.00027555015,0.00025872682,0.000076428274,0.0004176591,0.00022036106,0.000451486,0.00014596496,0.00018783112],"category_scores_gemma":[0.0000106194975,0.00022050373,0.000078168545,0.0003044063,0.00019243042,0.00023990756,0.00021952098,0.00019517624,0.0005112959],"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":[0.000027351889,0.000029038627,0.000027012517,0.0005817065,0.0000064055153,0.0000041294206,0.00048779653,0.0012167143,0.99062884,0.00012899011,0.0068121706,0.000049849972],"study_design_scores_gemma":[0.0005233729,0.00003643397,0.00016421363,0.000023796743,0.000037076952,0.000011008765,0.0003543493,0.00016057868,0.9212188,0.0023607304,0.07481588,0.00029374278],"about_ca_topic_score_codex":0.0000051414877,"about_ca_topic_score_gemma":0.0000044457756,"teacher_disagreement_score":0.06941002,"about_ca_system_score_codex":0.00005852561,"about_ca_system_score_gemma":0.000049259725,"threshold_uncertainty_score":0.8991881},"labels":[],"label_agreement":null},{"id":"W4381948510","doi":"10.1002/fuce.202100048","title":"Solid oxide cell electrolytes deposited by atmospheric suspension plasma spraying at high velocity and high temperature","year":2023,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":2,"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 Toronto","funders":"","keywords":"Electrolyte; Materials science; Solid oxide fuel cell; Dielectric spectroscopy; Yttria-stabilized zirconia; Open-circuit voltage; Oxide; Electrode; Analytical Chemistry (journal); Ohmic contact; Polarization (electrochemistry); Chemical engineering; Composite material; Cubic zirconia; Electrochemistry; Chemistry; Metallurgy; Layer (electronics); Chromatography; Voltage","score_opus":0.0059238816929020515,"score_gpt":0.23003946296087754,"score_spread":0.22411558126797548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381948510","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":[0.9965319,0.0006894329,0.00009383911,0.00011948101,0.0009564363,0.000495487,0.000097229124,0.0004922547,0.0005239295],"genre_scores_gemma":[0.97733635,0.0009588428,0.011984456,0.00040037985,0.0001449077,0.000039521623,0.00015692745,0.00010994068,0.008868689],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9965068,0.00017711929,0.00054403685,0.0010350246,0.00063490553,0.0011021107],"domain_scores_gemma":[0.9983488,0.00035114036,0.00029354065,0.0006077687,0.00012156551,0.0002772125],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041767248,0.0005128322,0.00054600614,0.000043662403,0.0004819877,0.00021482368,0.00045411024,0.00029264562,0.0006959469],"category_scores_gemma":[0.00005587426,0.0004870546,0.00007466356,0.00067732914,0.00017934953,0.00037229926,0.00058047037,0.00032957716,0.0018254234],"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":[0.00010286763,0.00006264893,0.0003711638,0.00017386334,0.000012992778,0.000080904625,0.00013624795,0.00085259986,0.9795421,0.000025965097,0.018577293,0.00006138108],"study_design_scores_gemma":[0.0010082517,0.00012207557,0.0007736127,0.000041462517,0.000041714382,0.000015936297,0.00007911817,0.0009088409,0.9909874,0.00023086258,0.005273519,0.0005171951],"about_ca_topic_score_codex":0.00020017609,"about_ca_topic_score_gemma":0.000041711086,"teacher_disagreement_score":0.019195575,"about_ca_system_score_codex":0.00024938982,"about_ca_system_score_gemma":0.00005945247,"threshold_uncertainty_score":0.9997581},"labels":[],"label_agreement":null},{"id":"W4394694300","doi":"10.1002/fuce.202300224","title":"Investigation of pinhole defects in gas diffusion layers for the quality control of proton exchange membrane fuel cells","year":2024,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; National Research Council Canada","funders":"National Research Council Canada","keywords":"Proton exchange membrane fuel cell; Membrane electrode assembly; Materials science; Dielectric spectroscopy; Pinhole (optics); Composite material; Polarization (electrochemistry); Gaseous diffusion; Porosity; Membrane; Electrode; In situ; Diffusion; Chemical engineering; Conductivity; Permeability (electromagnetism); Analytical Chemistry (journal); Fuel cells; Electrochemistry; Chemistry; Anode; Optics; Chromatography; Thermodynamics; Organic chemistry","score_opus":0.01750138156048516,"score_gpt":0.23375037879348085,"score_spread":0.21624899723299568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394694300","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":[0.9650877,0.024025567,0.0010469279,0.00014787837,0.002570829,0.0038521774,0.0002387369,0.00018188848,0.0028483074],"genre_scores_gemma":[0.995219,0.004126821,0.00014646149,0.000026348216,0.000086765576,0.00018988161,0.000015939062,0.000043543587,0.00014524967],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998816,0.00008602338,0.00050340063,0.00018792466,0.0001794461,0.000227219],"domain_scores_gemma":[0.99917233,0.00041493424,0.00008840226,0.00022937455,0.000046215933,0.000048750404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071377284,0.00017410266,0.00033316543,0.00011227872,0.000019806137,0.000026925927,0.00013963802,0.00017607542,0.000087725755],"category_scores_gemma":[0.000021570519,0.00012489443,0.00011843745,0.00020998243,0.00006706031,0.00007896151,0.000024600056,0.00013554416,0.000016954053],"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":[0.000049962204,0.00002017001,0.000038454735,0.031132545,0.000043329732,0.000002196255,0.0014034215,0.011302129,0.9555362,0.000054127202,0.0002909808,0.00012647705],"study_design_scores_gemma":[0.0009789049,0.000076631266,0.00011969987,0.00042169634,0.00006003094,5.683931e-7,0.00008448458,0.029395742,0.96195126,0.00077556557,0.0059704105,0.00016499766],"about_ca_topic_score_codex":0.0001345884,"about_ca_topic_score_gemma":0.000025954483,"teacher_disagreement_score":0.03071085,"about_ca_system_score_codex":0.000039096376,"about_ca_system_score_gemma":0.000025187172,"threshold_uncertainty_score":0.5093047},"labels":[],"label_agreement":null},{"id":"W4416872732","doi":"10.1002/fuce.70036","title":"Diamond‐Like‐Carbon Coated Metallic Bipolar Plates for PEM Fuel Cells: An Assessment of Coating Thickness Effect","year":2025,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Dielectric spectroscopy; Coating; Proton exchange membrane fuel cell; Contact angle; Contact resistance; X-ray photoelectron spectroscopy; Scanning electron microscope","score_opus":0.008023609914518446,"score_gpt":0.2563995836797366,"score_spread":0.24837597376521814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416872732","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":[0.9570842,0.01694517,0.0011457053,0.000024583533,0.0060276887,0.0018969298,0.00020097144,0.00070388295,0.015970917],"genre_scores_gemma":[0.9941408,0.0020618401,0.0027613419,0.000033313478,0.000102469116,0.000111088695,0.000115217765,0.00010657083,0.0005673518],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980112,0.00015927816,0.00066753145,0.00040579174,0.00023627524,0.0005199478],"domain_scores_gemma":[0.99863976,0.00050755526,0.00015798729,0.00046211315,0.00011357226,0.00011899505],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007851875,0.00043241263,0.0007677166,0.00023388943,0.00007895128,0.00009434891,0.0003373963,0.00039699924,0.000081474594],"category_scores_gemma":[0.000022439279,0.0003800194,0.00019187853,0.00035323278,0.000066044704,0.00013764737,0.000077820136,0.0002918089,0.00001107065],"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":[0.000037287915,0.00009437084,0.00013211113,0.010333502,0.0003057179,0.0000072915986,0.00022990661,0.018424636,0.96981573,0.00008761933,0.0003270961,0.00020472314],"study_design_scores_gemma":[0.0013921612,0.00027867834,0.00013239661,0.00029927792,0.00036207365,0.0000016774857,0.000081942635,0.0847388,0.90179765,0.0003269085,0.0101176,0.00047082143],"about_ca_topic_score_codex":0.00011085329,"about_ca_topic_score_gemma":0.000015442136,"teacher_disagreement_score":0.06801807,"about_ca_system_score_codex":0.00008267171,"about_ca_system_score_gemma":0.000057210025,"threshold_uncertainty_score":0.9998652},"labels":[],"label_agreement":null}]}