{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":47,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":47,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"80b38da00cf4","filters":{"venue":"Fibers"}},"results":[{"id":"W3190251542","doi":"10.3390/fib9080051","title":"Mechanical and Structural Characterization of Pineapple Leaf Fiber","year":2021,"lang":"en","type":"article","venue":"Fibers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":91,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Crystallinity; Crystallite; Hemicellulose; Ultimate tensile strength; Materials science; Fourier transform infrared spectroscopy; Fiber; Alkali metal; Cellulose; Composite material; Crystal (programming language); Chemical engineering; Chemistry; Organic chemistry; Metallurgy","authors":[{"name":"Eric Worlawoe Gaba","is_ca":false},{"name":"Bernard Owusu Asimeng","is_ca":false},{"name":"Elsie Effah Kaufmann","is_ca":false},{"name":"Solomon Kingsley Katu","is_ca":false},{"name":"E. Johan Foster","is_ca":true},{"name":"Elvis K. Tiburu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01693844900604569,"gpt":0.2774330732907228,"spread":0.2604946242846771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007463864,0.00006254256,0.0001306743,0.0000172732,0.00005974491,0.00001587898,0.00005397874,0.00002712183,0.0009874812],"category_scores_gemma":[0.00008333708,0.00005442692,0.00001938531,0.0000884551,0.00008113759,0.0001153889,0.0001341833,0.00004420456,0.00002889012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001518647,"about_ca_system_score_gemma":0.00002707605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004935259,"about_ca_topic_score_gemma":0.00000275696,"domain_scores_codex":[0.9993418,0.0000375482,0.0001232616,0.000175599,0.0001679408,0.0001538193],"domain_scores_gemma":[0.9996635,0.0000430818,0.00004581699,0.0001259374,0.00007736517,0.00004428482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001042942,0.00000421716,0.00003340094,0.00003613992,0.00000474491,0.0000055482,0.000101576,0.000004726581,0.9979223,0.0003731516,0.0000389021,0.001464883],"study_design_scores_gemma":[0.0001793754,0.00002559488,0.00241319,0.00001603687,0.000005045144,0.000007887482,0.00006603167,0.0001418186,0.9939951,0.0006315401,0.002449481,0.00006889828],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987701,0.00008667385,0.0003792402,0.0002193575,0.0000864471,0.00006422903,0.0000420567,0.00001975868,0.0003321593],"genre_scores_gemma":[0.9935573,0.00009681911,0.00407955,0.00003704686,0.00005887329,0.000007569618,0.00004284515,0.000009987709,0.002109995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005212764,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2569336179","doi":"10.3390/fib5010003","title":"Recent Developments in Micro-Structured Fiber Optic Sensors","year":2017,"lang":"en","type":"article","venue":"Fibers","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Optical fiber; Miniaturization; Materials science; Flexibility (engineering); Fiber optic sensor; Optoelectronics; Computer science; Nanotechnology; Telecommunications","authors":[{"name":"Yanping Xu","is_ca":true},{"name":"Ping Lü","is_ca":true},{"name":"Liang Chen","is_ca":true},{"name":"Xiaoyi Bao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01437923259458115,"gpt":0.2403884037170587,"spread":0.2260091711224776,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006994169,0.000226498,0.0002199701,0.0001053628,0.0001174555,0.000062968,0.0003189888,0.0001300731,0.0002501632],"category_scores_gemma":[0.00008727427,0.0002438844,0.00003880087,0.00008667592,0.00006461682,0.0001898479,0.00006181432,0.0002368139,0.0004246743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002353255,"about_ca_system_score_gemma":0.00002007397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007949415,"about_ca_topic_score_gemma":0.00002243019,"domain_scores_codex":[0.9988747,0.00001195292,0.000258088,0.0002565269,0.0001561977,0.0004424843],"domain_scores_gemma":[0.9991933,0.00003284835,0.00005888122,0.0005822989,0.00002826025,0.0001044556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002047094,0.0001045591,0.0194361,0.0004097178,0.0006424408,0.001391275,0.009934628,0.46242,0.05031291,0.0005510636,0.0186811,0.4359115],"study_design_scores_gemma":[0.004477051,0.00004566965,0.2504947,0.0003602085,0.00005214243,0.0001737963,0.0004005067,0.009777288,0.08054691,0.0007661051,0.6504354,0.002470232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763647,0.0001588374,0.00001566824,0.0001034492,0.0007713211,0.0002046798,0.000009318003,0.0001823618,0.0221897],"genre_scores_gemma":[0.8475133,0.0004241338,0.1456896,0.00008641967,0.0001352985,0.0000337178,0.00003213832,0.0001805873,0.005904777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6317543,"threshold_uncertainty_score":0.9945318,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4211239214","doi":"10.3390/fib10020015","title":"Application of Electrospun Nonwoven Fibers in Air Filters","year":2022,"lang":"en","type":"article","venue":"Fibers","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":66,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Electrospinning; Nonwoven fabric; Materials science; Air filter; Air filtration; Filtration (mathematics); Composite material; Nanofiber; Air permeability specific surface; Ceramic; Fiber; Filter (signal processing); Pressure drop; Particulates; Polymer; Mechanical engineering; Computer science; Engineering","authors":[{"name":"Iman Azarian Borojeni","is_ca":true},{"name":"Grzegorz Gajewski","is_ca":true},{"name":"Reza A. Riahi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003872544263425786,"gpt":0.2241761321658418,"spread":0.2203035879024161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005216677,0.0001392981,0.0002301631,0.000179912,0.0001614597,0.0000061156,0.0006147827,0.00005886771,0.0007475989],"category_scores_gemma":[0.00001531762,0.0001523965,0.00007266483,0.001012336,0.0001715445,0.0000861778,0.0001856388,0.000212256,0.00007853768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003509686,"about_ca_system_score_gemma":0.0001104019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002685473,"about_ca_topic_score_gemma":0.00002813363,"domain_scores_codex":[0.9981294,0.00009624032,0.0004234188,0.0004298913,0.0005077947,0.0004132934],"domain_scores_gemma":[0.9990643,0.000123445,0.0002100705,0.0004861571,0.00003335482,0.00008268605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005357343,0.0001594601,0.001427972,0.00002264637,0.000006826052,0.000002065923,0.0004287413,0.0005348611,0.9855152,0.002938248,0.007281565,0.001628797],"study_design_scores_gemma":[0.001498392,0.000570785,0.009016353,0.00002026836,0.0000349945,0.00003027415,0.0003553172,0.002114617,0.8608084,0.01203884,0.1128654,0.0006463563],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296861,0.0004005397,0.04960206,0.005887296,0.0008687518,0.002309658,0.0004111429,0.0004262938,0.01040816],"genre_scores_gemma":[0.9746668,0.000009132828,0.02300624,0.0006999898,0.00005625574,0.0008423944,0.0001099126,0.00003114138,0.0005781575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1247068,"threshold_uncertainty_score":0.8185684,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2793423004","doi":"10.3390/fib6010015","title":"Synthetic Strategies for the Fabrication of Cationic Surface-Modified Cellulose Nanocrystals","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Cationic polymerization; Cellulose; Surface engineering; Nanotechnology; Materials science; Nanocrystal; Fabrication; Surface modification; Drug delivery; Sulfuric acid; Chemical engineering; Nanoparticle; Hydrolysis; Chemical modification; Covalent bond; Chemistry; Organic chemistry; Polymer chemistry","authors":[{"name":"Rajesh Sunasee","is_ca":false},{"name":"Usha D. Hemraz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03575744485097488,"gpt":0.3151659413684188,"spread":0.2794084965174439,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004724738,0.00009625492,0.0001398668,0.00002735339,0.0002490195,0.00004537719,0.0002861879,0.00003212832,0.0001345746],"category_scores_gemma":[0.0002394517,0.00006528709,0.00004987693,0.0001525083,0.0005568882,0.0001634261,0.00006655102,0.00003753893,0.00006599473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005465021,"about_ca_system_score_gemma":0.0001279719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007802215,"about_ca_topic_score_gemma":0.00003725519,"domain_scores_codex":[0.9989982,0.00005770945,0.000213814,0.0002210846,0.0002408945,0.0002683435],"domain_scores_gemma":[0.9985421,0.0006110575,0.00014303,0.0003153479,0.0003552871,0.00003318532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004789334,0.00002425754,0.00001224348,0.00006854755,0.00001715707,1.53663e-7,0.001254016,0.001158027,0.9874958,0.007897637,0.001387757,0.0006364868],"study_design_scores_gemma":[0.0002526497,0.000162106,0.0002804519,0.00002842131,0.00002743657,8.183871e-7,0.001638892,0.002525435,0.9795164,0.0110252,0.004415368,0.0001268469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9155089,0.0007924399,0.07736363,0.0006282812,0.0003583372,0.0009804901,0.00006989564,0.00007359647,0.004224461],"genre_scores_gemma":[0.9956136,0.00005406339,0.002698049,0.00001505351,0.00008088753,0.00006490475,0.000004043324,0.00001228533,0.001457099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08010475,"threshold_uncertainty_score":0.266233,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2569032881","doi":"10.3390/fib5010002","title":"Effect of the Fiber Type and Axial Stiffness of FRCM on the Flexural Strengthening of RC Beams","year":2017,"lang":"en","type":"article","venue":"Fibers","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"University of Windsor","keywords":"Materials science; Flexural strength; Composite material; Reinforcement; Fibre-reinforced plastic; Stiffness; Structural engineering; Deflection (physics); Shear (geology); Glass fiber; Reinforced concrete","authors":[{"name":"Abdulla Jabr","is_ca":true},{"name":"Amr El-Ragaby","is_ca":true},{"name":"Faouzi Ghrib","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01003177694579573,"gpt":0.2368287828640224,"spread":0.2267970059182266,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007021514,0.0001008,0.0001669726,0.00001498505,0.00007023449,0.00001203416,0.0002902974,0.00005083817,0.00005316469],"category_scores_gemma":[0.0000924896,0.00005444121,0.00005662091,0.00003734235,0.0001854206,0.00005170316,0.00006235937,0.0001127911,0.000001694345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009935737,"about_ca_system_score_gemma":0.000006143582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001133747,"about_ca_topic_score_gemma":0.000001381249,"domain_scores_codex":[0.9995359,0.00002092047,0.000134677,0.00006496464,0.0001426016,0.0001009448],"domain_scores_gemma":[0.9992415,0.0001901119,0.0001001196,0.0004209544,0.00002839164,0.00001897926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008816104,0.000002291288,0.005838247,0.001133307,0.0005611631,0.000005392181,0.00493916,0.0252263,0.5566606,0.00554101,0.000994697,0.3982162],"study_design_scores_gemma":[0.0007033658,0.0002351225,0.04015389,0.0002361808,0.0001084923,0.000003756469,0.0000529275,0.002519093,0.9554826,0.00004395525,0.0003034132,0.0001571983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969475,0.00003304308,9.011918e-7,0.00001785664,0.0002990883,0.0001311528,0.00001305185,0.00001397824,0.002543461],"genre_scores_gemma":[0.9997981,0.000002699463,0.00003983167,0.000003192232,0.00002045969,0.000002104699,0.000001272412,0.00001221329,0.0001201311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.398822,"threshold_uncertainty_score":0.2220048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790592005","doi":"10.3390/fib6010009","title":"Effect of Polypropylene Fibers on Self-Healing and Dynamic Modulus of Elasticity Recovery of Fiber Reinforced Concrete","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kryton International (Canada); University of Victoria","funders":"","keywords":"Materials science; Composite material; Polypropylene; Curing (chemistry); Cracking; Elastic modulus; Young's modulus; Fiber","authors":[{"name":"Adham El-Newihy","is_ca":true},{"name":"Pejman Azarsa","is_ca":true},{"name":"Rishi Gupta","is_ca":true},{"name":"Alireza Biparva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003264643306401979,"gpt":0.2240213663637319,"spread":0.2207567230573299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003328361,0.0001176306,0.0002580965,0.00005010222,0.00004789527,0.000004568466,0.0001278093,0.0000798078,0.001106517],"category_scores_gemma":[0.00006270005,0.0001071318,0.00004809621,0.0001525478,0.0005310645,0.00007233453,0.00009749433,0.00004818896,0.00005051236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007906003,"about_ca_system_score_gemma":0.00001115754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000270187,"about_ca_topic_score_gemma":0.000004908856,"domain_scores_codex":[0.9990415,0.00007735121,0.0003624559,0.0002222254,0.000157819,0.0001386398],"domain_scores_gemma":[0.9991817,0.0001656717,0.0003073741,0.0002811433,0.00001852342,0.0000455659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003003715,0.000002984924,0.0003386477,0.0001342272,0.00003181572,1.536281e-7,0.0001865075,0.0008473917,0.9929312,0.00005651031,0.0002864381,0.004883755],"study_design_scores_gemma":[0.0004885647,0.0007977652,0.001329279,0.00007434444,0.00004469118,0.000005672817,0.0000120074,0.002072178,0.9947258,0.00006043875,0.0002696996,0.0001195694],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966735,0.000005177874,0.0001850215,0.00001452711,0.0001601636,0.0002952976,0.0000599234,0.00002135614,0.00258506],"genre_scores_gemma":[0.9922664,0.00001188793,0.007380743,0.00001942416,0.00001556485,0.000007044498,0.000005868667,0.0000116753,0.0002813601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007195721,"threshold_uncertainty_score":0.9998066,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2897807840","doi":"10.3390/fib6040081","title":"Effect of Density and Fiber Size on Porosity and Thermal Conductivity of Fiberboard Mats","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministère des Ressources naturelles et des Forêts; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porosity; Materials science; Composite material; Thermal conductivity; Fiber; Fiberboard; Thermal conduction","authors":[{"name":"Pamela Rebolledo","is_ca":true},{"name":"Alain Cloutier","is_ca":true},{"name":"Martin-Claude Yemele","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006463675654384904,"gpt":0.2420812372385928,"spread":0.2356175615842079,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003944415,0.000160472,0.0003394843,0.00003635563,0.00007776832,0.00001957429,0.0001189429,0.00009115588,0.0002114669],"category_scores_gemma":[0.0001251002,0.0001225599,0.00004472832,0.00007963834,0.0005196028,0.000158967,0.000149399,0.0000901493,0.00003076452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001758916,"about_ca_system_score_gemma":0.00001286458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159199,"about_ca_topic_score_gemma":0.000004091105,"domain_scores_codex":[0.9990069,0.0001435857,0.0001862129,0.000263214,0.0002092708,0.0001907755],"domain_scores_gemma":[0.9988131,0.0006204685,0.0001519663,0.0002693387,0.00006947296,0.00007568349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004658402,0.000008766012,0.001013189,0.000108616,0.00001237117,0.000001933736,0.0002169464,0.000003774407,0.9967535,0.00007452441,0.0001209155,0.00121969],"study_design_scores_gemma":[0.0004906919,0.001021068,0.02041025,0.0000565699,0.00003077063,0.00001140203,0.000004251047,0.00002151175,0.9777097,0.00008865696,0.00003801379,0.0001170894],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986005,0.00005180758,0.000001933438,0.00004887426,0.0001448556,0.0002197053,0.0000191511,0.00003198811,0.0008811843],"genre_scores_gemma":[0.9988487,0.000002116918,0.0008472471,0.00004574705,0.00004238248,0.000002073459,0.000001359695,0.00001005753,0.0002003389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01939706,"threshold_uncertainty_score":0.4997849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2806523173","doi":"10.3390/fib6020035","title":"Engineering a Costume for Performance Using Illuminated LED-Yarns","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Trent University; Nottingham Trent University","keywords":"Yarn; Textile; Electronics; Weaving; Materials science; Visibility; Flexible electronics; Wearable technology; Composite material; Mechanical engineering; Wearable computer; Computer science; Engineering; Electrical engineering; Nanotechnology; Embedded system; Optics","authors":[{"name":"Dorothy Hardy","is_ca":false},{"name":"Andrea Moneta","is_ca":false},{"name":"Viktorija Sakalyte","is_ca":false},{"name":"Lauren Connolly","is_ca":false},{"name":"Arash Shahidi","is_ca":false},{"name":"Theodore Hughes‐Riley","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03131938857845584,"gpt":0.2797661765577099,"spread":0.2484467879792541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003059814,0.00009240058,0.0001140268,0.00004656422,0.0001758235,0.00006751912,0.0001221017,0.00004225278,0.001150042],"category_scores_gemma":[0.00007157575,0.00008761905,0.00002930884,0.00009316739,0.00005794912,0.00016474,0.0000357896,0.00002227712,0.000340596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005269682,"about_ca_system_score_gemma":0.00004033465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002233697,"about_ca_topic_score_gemma":0.000004978867,"domain_scores_codex":[0.9992843,0.00001296536,0.0001579578,0.000176895,0.0001075757,0.0002602795],"domain_scores_gemma":[0.9996011,0.00003176005,0.0000525236,0.0001618556,0.0001047767,0.00004802819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001977824,0.000009078948,0.00003188732,0.00003506818,0.000004109688,2.811817e-7,0.000499995,0.0009793829,0.9970893,0.00009128379,0.0008286766,0.000411138],"study_design_scores_gemma":[0.0006199083,0.0001934398,0.002151989,0.00009505914,0.0000434591,0.00001247825,0.00009502329,0.1868332,0.7848552,0.00005847876,0.02472095,0.0003207207],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952152,0.00001000992,0.002823304,0.00005103216,0.001234208,0.0002235711,0.00004162426,0.000104774,0.0002963039],"genre_scores_gemma":[0.9886684,0.000001399258,0.01059575,0.00004857298,0.0003106369,0.00003312564,0.000009854617,0.00001887957,0.0003134228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2122341,"threshold_uncertainty_score":0.9997631,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2288117343","doi":"10.3390/fib4010006","title":"Properties of Fiber-Reinforced Mortars Incorporating Nano-Silica","year":2016,"lang":"en","type":"article","venue":"Fibers","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Queen's University; Queen's University Belfast","keywords":"Mortar; Nano-; Materials science; Fiber; Composite material","authors":[{"name":"Ahmed Ghazy","is_ca":true},{"name":"M. T. Bassuoni","is_ca":true},{"name":"Eugene Maguire","is_ca":false},{"name":"Mark O’Loan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01658846774967701,"gpt":0.2025616359795252,"spread":0.1859731682298482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001473954,0.0001602777,0.0002255755,0.00009657434,0.00002968549,0.00001424068,0.0001502387,0.00006689487,0.0004683665],"category_scores_gemma":[0.00006313988,0.0001097662,0.00004579747,0.0001585695,0.00008857773,0.0002334042,0.00004515878,0.00003807651,0.0001641998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006491792,"about_ca_system_score_gemma":0.00002623822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001362824,"about_ca_topic_score_gemma":5.242835e-7,"domain_scores_codex":[0.9990498,0.0000140222,0.0004234794,0.0001132301,0.000171752,0.000227645],"domain_scores_gemma":[0.9995096,0.00002474304,0.0001031939,0.0002309727,0.00009504516,0.00003646835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001337342,5.378758e-7,0.00004286704,0.0001221637,0.00004521007,8.384703e-7,0.0001249747,0.001224879,0.9950039,0.001053629,0.0008258822,0.001541722],"study_design_scores_gemma":[0.0003375548,0.0000391657,0.00005322384,0.0002351217,0.00000760625,0.000001362567,0.00002883491,0.000701204,0.9948503,0.00002462862,0.003534875,0.0001861372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854327,0.00004252123,0.0004714039,0.00003878156,0.0002332891,0.0002220564,0.00001630995,0.0002360459,0.01330685],"genre_scores_gemma":[0.9968361,0.000008815855,0.0006365303,0.00002658854,0.00005330381,0.0000273857,0.000005593052,0.00003446515,0.002371209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01140336,"threshold_uncertainty_score":0.5128285,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024949152","doi":"10.3390/fib1030059","title":"Comparative Evaluation of Physical and Structural Properties of Water Retted and Non-retted Flax Fibers","year":2013,"lang":"en","type":"article","venue":"Fibers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Retting; Fineness; Materials science; Composite material; Linear density; Tenacity (mineralogy); Scanning electron microscope; Elongation; Homogeneity (statistics); Fiber; Ultimate tensile strength; Mathematics; Pulp and paper industry; Engineering","authors":[{"name":"Gopu Nair","is_ca":true},{"name":"Ashutosh Singh","is_ca":true},{"name":"Małgorzata Zimniewska","is_ca":false},{"name":"Vijaya Raghavan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02564153764366868,"gpt":0.2663994084256708,"spread":0.2407578707820022,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000157336,0.0001394741,0.0002984485,0.00005889362,0.0000561353,0.00003817779,0.0001054548,0.00004929459,0.0001251179],"category_scores_gemma":[0.00002320365,0.00008549781,0.0000309381,0.00007275581,0.0003090032,0.0003728753,0.00008775663,0.00007467664,0.00001583703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000263527,"about_ca_system_score_gemma":0.00001996509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002268487,"about_ca_topic_score_gemma":0.000003895521,"domain_scores_codex":[0.9989204,0.00008948651,0.0002299156,0.0002027043,0.0003799845,0.0001775428],"domain_scores_gemma":[0.999354,0.0000513529,0.0001080206,0.0001577997,0.000277468,0.00005133819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004334356,0.000003330816,0.0001044667,0.00005024453,0.0000194499,1.020106e-7,0.005864849,0.0003562689,0.9932535,0.00001527466,0.0001136466,0.0001755574],"study_design_scores_gemma":[0.0005026087,0.0001177683,0.004891603,0.0000606139,0.00004987843,0.000002296699,0.0001970861,0.03837766,0.955305,0.0003713663,0.000003812442,0.0001202988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989713,0.00009843743,0.000002177609,0.000128904,0.00006433912,0.0005425671,0.000007319744,0.00001856306,0.0001664118],"genre_scores_gemma":[0.999378,7.623103e-7,0.0004719989,0.00002357065,0.00002372927,0.00001815028,0.00001213696,0.000007238116,0.00006438718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0380214,"threshold_uncertainty_score":0.3486499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2889042594","doi":"10.3390/fib6030063","title":"Effects of Pitch-Based Short Carbon Fibers on the Workability, Unit Weight, and Air Content of Mortar Composite","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University; University of Windsor; George Brown College","funders":"","keywords":"Mortar; Composite material; Materials science; Composite number; Slump; Volume (thermodynamics); Fiber; Cement","authors":[{"name":"Md. Safiuddin","is_ca":true},{"name":"George Abdel‐Sayed","is_ca":true},{"name":"Nataliya Hearn","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01972494946372766,"gpt":0.2165306128805868,"spread":0.1968056634168592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002350923,0.0001616389,0.0002682739,0.00007904116,0.00002851104,0.000006799705,0.0001273511,0.00006047762,0.00004000071],"category_scores_gemma":[0.00003412352,0.0001207104,0.00004181788,0.0001724756,0.0002582658,0.00003043082,0.00003398475,0.00007821793,0.000002709933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003958401,"about_ca_system_score_gemma":0.00001314747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005834236,"about_ca_topic_score_gemma":0.000003225909,"domain_scores_codex":[0.9991614,0.00005161243,0.0002990287,0.0001253548,0.0001864413,0.0001761952],"domain_scores_gemma":[0.9992629,0.0002745364,0.00006073841,0.0002594233,0.0001096793,0.00003273918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001619376,0.00001525595,0.008028103,0.0007901893,0.0002715568,0.000002921638,0.0006432111,0.00176977,0.9863909,0.001167073,0.0003238772,0.0004351976],"study_design_scores_gemma":[0.0003178761,0.0002521411,0.01810482,0.0002406658,0.00004031056,2.723497e-7,0.00003019156,0.004987455,0.9756066,0.0000272103,0.0002601822,0.0001323124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947867,0.00003605493,0.0001186622,0.00005262157,0.0002724771,0.000460798,0.00001181462,0.00005311822,0.004207754],"genre_scores_gemma":[0.9996194,0.000005438511,0.0001482831,0.0001030256,0.00004271753,0.00001788126,0.000008471849,0.00002231141,0.00003251649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01078434,"threshold_uncertainty_score":0.4922428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2793282509","doi":"10.3390/fib6010010","title":"Influence of Stem Diameter on Fiber Diameter and the Mechanical Properties of Technical Flax Fibers from Linseed Flax","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Orthopaedic Innovation Centre","funders":"Western Economic Diversification Canada; Agriculture and Agri-Food Canada; North Dakota Department of Commerce; Research Manitoba; North Dakota State University; U.S. Department of Commerce","keywords":"Ultimate tensile strength; Materials science; Composite material; Fiber; Modulus; Young's modulus; Composite number; Tensile testing","authors":[{"name":"M. Alcock","is_ca":true},{"name":"Shabbir Ahmed","is_ca":false},{"name":"Shawna DuCharme","is_ca":true},{"name":"Chad A. Ulven","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01434408875496383,"gpt":0.2205353475331038,"spread":0.20619125877814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004354159,0.0002604183,0.0005160225,0.00008936643,0.0001003933,0.00005402073,0.0006041986,0.000186639,0.0002029858],"category_scores_gemma":[0.0001683725,0.0001515903,0.0001407511,0.000208662,0.00134636,0.0002329725,0.000334959,0.0002296123,0.0001422487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004756783,"about_ca_system_score_gemma":0.00004349614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003025352,"about_ca_topic_score_gemma":0.00001998119,"domain_scores_codex":[0.9979323,0.0001933506,0.0006011876,0.0004382854,0.0005094237,0.000325504],"domain_scores_gemma":[0.9981003,0.0006429891,0.0002828592,0.0007079319,0.0001680566,0.00009787842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009047353,0.00001661173,0.00003703119,0.00003674604,0.00003437329,0.00000129931,0.000620767,0.000150426,0.9970573,0.0003953831,0.0003218151,0.0004235255],"study_design_scores_gemma":[0.0009943258,0.000414619,0.000729569,0.0002857519,0.00005888908,0.000005410276,0.00003684842,0.0002579002,0.9960691,0.0005526459,0.0003816448,0.000213295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982548,0.0001672233,0.00003187634,0.00030371,0.0001528755,0.0004915263,0.00004310326,0.0000707149,0.0004841288],"genre_scores_gemma":[0.9948307,0.00001159841,0.004216515,0.000334029,0.00008426401,0.00003095866,0.000002964182,0.00002675994,0.0004621664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004184639,"threshold_uncertainty_score":0.6181671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1991897878","doi":"10.3390/fib1020021","title":"Application of Electro-Technologies in Processing of Flax Fiber","year":2013,"lang":"en","type":"article","venue":"Fibers","topic":"Magnetic and Electromagnetic Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Biotechnology Research Institute; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Retting; Bast fibre; Dewatering; Fiber; Materials science; Pulp and paper industry; Composite material; Engineering","authors":[{"name":"Gopu Nair","is_ca":true},{"name":"Denis Rho","is_ca":true},{"name":"G. S. V. Raghavan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002541508624598389,"gpt":0.2095069124003343,"spread":0.2069654037757359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005671745,0.00006754365,0.0001031172,0.00004503511,0.000008762527,0.000002782231,0.0001103881,0.0001048073,0.00003784011],"category_scores_gemma":[0.00003262953,0.00006282454,0.00002612227,0.0001250143,0.00007093409,0.000002266205,0.00003084878,0.00004567236,0.000006906295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004987654,"about_ca_system_score_gemma":0.00002887161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007864553,"about_ca_topic_score_gemma":0.000008169,"domain_scores_codex":[0.9994928,0.00001418013,0.0001496445,0.0001421035,0.00005999655,0.0001412367],"domain_scores_gemma":[0.9996887,0.000007151764,0.00007607307,0.0001707565,0.00004531967,0.00001199172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001206331,0.00002409415,0.00128392,0.00006412599,0.000004020493,7.972519e-8,0.00002199083,0.00001485832,0.9109113,0.00003523059,0.001043684,0.08658465],"study_design_scores_gemma":[0.0002654072,0.0005119302,0.005518945,0.00001769052,0.000006073916,0.000002401683,0.00006506302,0.0004804757,0.9895136,0.0004877768,0.003039792,0.00009086098],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944624,0.0009529969,0.0005151169,0.0001148202,0.000006472146,0.0002391453,9.932197e-7,0.00001187956,0.003696164],"genre_scores_gemma":[0.9974185,0.00003908989,0.001875707,0.00001291722,0.000009019178,0.00005875385,0.00001693157,0.000007082032,0.0005619621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08649379,"threshold_uncertainty_score":0.256191,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2772710346","doi":"10.3390/fib5040046","title":"Influence of Cutting Temperature on the Tensile Strength of a Carbon Fiber-Reinforced Polymer","year":2017,"lang":"en","type":"article","venue":"Fibers","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières; École de Technologie Supérieure","funders":"","keywords":"Materials science; Composite material; Epoxy; Abrasive; Ultimate tensile strength; Trimming; Delamination (geology); Tool wear; Carbon fibers; Diamond; Composite number; Machining; Metallurgy; Mechanical engineering","authors":[{"name":"Jérémy Delahaigue","is_ca":true},{"name":"Jean-François Châtelain","is_ca":true},{"name":"Gilbert Lebrun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00610230210827553,"gpt":0.2192968517199465,"spread":0.213194549611671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004088685,0.00008377782,0.00010687,0.00002495986,0.00008008879,0.00001396435,0.0001621714,0.00004814297,0.00001086049],"category_scores_gemma":[0.0001124965,0.00006090101,0.00002662444,0.00004693913,0.0000446087,0.00008212493,0.00002260003,0.0001116138,0.000001075168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008307657,"about_ca_system_score_gemma":0.00001054004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004214966,"about_ca_topic_score_gemma":0.000001685125,"domain_scores_codex":[0.9995987,0.000004187431,0.0001301975,0.00007219145,0.0000947242,0.00009995032],"domain_scores_gemma":[0.9994736,0.00005403117,0.0001071269,0.0003017055,0.00004506421,0.00001850716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008778901,0.000001937233,0.0001120704,0.00006030058,0.00001577004,4.184698e-7,0.0003939337,0.9832168,0.0149631,0.0004182678,0.00004590955,0.0007627459],"study_design_scores_gemma":[0.0005270079,0.000117058,0.004206557,0.000607069,0.00003796284,0.000002216569,0.0002422793,0.1365013,0.8569809,0.00005579702,0.0004105542,0.0003113289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927242,0.00007573744,0.00002436331,0.00005431413,0.00004619204,0.00006804819,0.000008409947,0.00003898342,0.006959693],"genre_scores_gemma":[0.9989595,0.00001776664,0.0003488243,0.00002205201,0.00002036047,0.000003682813,0.000003211288,0.00001479517,0.0006097973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8467155,"threshold_uncertainty_score":0.2483471,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3208344974","doi":"10.3390/fib9110065","title":"Influence of Polypropylene, Carbon and Hybrid Coated Fiber on the Interfacial Microstructure Development of Cementitious Composites","year":2021,"lang":"en","type":"article","venue":"Fibers","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"Alberta Innovates","keywords":"Materials science; Composite material; Mortar; Ultimate tensile strength; Flexural strength; Compressive strength; Polypropylene; Shrinkage; Fiber; Microstructure; Toughness; Curing (chemistry); Scanning electron microscope; Cementitious; Coating; Cement","authors":[{"name":"Maryam Monazami","is_ca":true},{"name":"Rishi Gupta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005220305135044964,"gpt":0.1879582182549335,"spread":0.1827379131198885,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006087769,0.00008141872,0.0001041249,0.00001629392,0.00005608236,0.00001074662,0.00007908481,0.00002537948,0.0004221389],"category_scores_gemma":[0.0000149056,0.00006348109,0.00001637298,0.00008114699,0.0002214191,0.00003776174,0.0001246295,0.0000444004,0.00001470047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004237264,"about_ca_system_score_gemma":0.00001751686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001569178,"about_ca_topic_score_gemma":0.00005495614,"domain_scores_codex":[0.9993787,0.00003423561,0.0001923836,0.0001480369,0.0001493749,0.00009722115],"domain_scores_gemma":[0.9997145,0.00002119696,0.00009855629,0.0001286395,0.00001458859,0.000022526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003120132,0.00001199636,0.03126245,0.00001473277,0.00001797173,0.00000178494,0.0004623777,0.0004111706,0.96736,0.000012101,0.00008422926,0.0003299502],"study_design_scores_gemma":[0.0001317129,0.00002307486,0.1351511,0.00003023669,0.000008733661,0.00001216613,0.00003902012,0.00001553095,0.8639486,0.00004499124,0.0005343193,0.00006046625],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992575,0.00001259807,0.000001531972,0.00005582305,0.00008305744,0.00009675628,0.00001768122,0.000008011723,0.0004670267],"genre_scores_gemma":[0.9991772,0.000002265092,0.0006977452,0.00005001406,0.000006300977,0.000003159568,0.0000101424,0.000005595145,0.00004762637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1038887,"threshold_uncertainty_score":0.4622125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2341794931","doi":"10.3390/fib4020013","title":"Performance of Hybrid Reinforced Concrete Beam Column Joint: A Critical Review","year":2016,"lang":"en","type":"review","venue":"Fibers","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Materials science; Fibre-reinforced plastic; Corrosion; Structural engineering; Brittleness; Composite material; Dissipation; Shape-memory alloy; Beam (structure); SMA*; Serviceability (structure); Engineering","authors":[{"name":"Md Kabir","is_ca":true},{"name":"M. Shahria Alam","is_ca":true},{"name":"Aly Said","is_ca":false},{"name":"A. Ayad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03160040232224597,"gpt":0.2782352059646132,"spread":0.2466348036423672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002085804,0.0006993253,0.002754153,0.0001791769,0.0000499629,0.00002299062,0.0005756163,0.0002423819,0.0009531621],"category_scores_gemma":[0.0002297248,0.0005579418,0.0008747131,0.000268482,0.0002315443,0.0002285573,0.0001086863,0.0005339931,0.0004782046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002400975,"about_ca_system_score_gemma":0.0001604824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000354871,"about_ca_topic_score_gemma":1.85788e-8,"domain_scores_codex":[0.9971647,0.00004149122,0.001376519,0.0003673025,0.0004374579,0.000612574],"domain_scores_gemma":[0.9982023,0.0002650134,0.0002737693,0.0008961507,0.0001278807,0.0002348916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000444048,4.440546e-8,2.053262e-7,0.2836339,0.0002254092,0.00004065188,0.00001142393,0.00001254997,0.00007177105,0.0001198809,0.01265618,0.7032236],"study_design_scores_gemma":[0.000144129,0.00007996046,2.185554e-7,0.165467,0.0008387387,0.0002692776,8.014013e-7,0.0002059171,0.0005438644,7.529558e-7,0.8317727,0.0006766487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001145137,0.9935213,0.00001918712,0.00001062149,0.0008032556,0.00102365,0.0002553666,0.0003195732,0.003932568],"genre_scores_gemma":[0.00005071966,0.9979804,0.0004035443,0.00005022405,0.0001386783,0.0001544875,0.0001246365,0.0001484261,0.0009489],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8191165,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2254279907","doi":"10.3390/fib4010004","title":"Experiment-Based Sensitivity Analysis of Scaled Carbon-Fiber-Reinforced Elastomeric Isolators in Bonded Applications","year":2016,"lang":"en","type":"article","venue":"Fibers","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; LG Display; McMaster University","keywords":"Materials science; Elastomer; Composite material; Vulcanization; Natural rubber; Dissipation; Flexibility (engineering); Fiber; Sensitivity (control systems); Carbon fibers; Structural engineering; Composite number","authors":[{"name":"Farshad Hedayati Dezfuli","is_ca":true},{"name":"M. Shahria Alam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005132829728187305,"gpt":0.2113583363651474,"spread":0.2062255066369602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001140194,0.0001389,0.0003475549,0.0006726593,0.00002016166,0.000005600846,0.00007914832,0.00006559992,0.0001111817],"category_scores_gemma":[0.000006384916,0.0001155763,0.0001833241,0.001718323,0.00004849719,0.0000799507,0.00001252119,0.00005486019,0.00002352433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001152181,"about_ca_system_score_gemma":0.00002099011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001121532,"about_ca_topic_score_gemma":0.00003838403,"domain_scores_codex":[0.9991503,0.00001835023,0.0002913591,0.0001685583,0.0001481917,0.0002232209],"domain_scores_gemma":[0.9994439,0.00007837966,0.00005746333,0.0003306054,0.00002646276,0.00006311647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003543834,0.00004206676,0.01013008,0.00005039161,0.001313515,0.000003219184,0.0004047362,0.63922,0.3367575,0.00002166564,0.0001883334,0.01183307],"study_design_scores_gemma":[0.0007469219,0.00001751299,0.004966855,0.00004160948,0.0004481207,3.921788e-7,0.0001224372,0.875212,0.1169926,0.000002531455,0.00114604,0.0003030359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904117,0.00005492144,0.008118922,0.00003604504,0.00002992873,0.0001089691,0.0000184662,0.0001033893,0.001117665],"genre_scores_gemma":[0.9993879,0.00001444113,0.0002413198,0.00002700355,0.00002011561,0.00005663397,0.00001952496,0.00001557609,0.0002175506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2359919,"threshold_uncertainty_score":0.4713064,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2945935000","doi":"10.3390/fib7050046","title":"Development of Oxygen-Plasma-Surface-Treated UHMWPE Fabric Coated with a Mixture of SiC/Polyurethane for Protection against Puncture and Needle Threats","year":2019,"lang":"en","type":"article","venue":"Fibers","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Centres of Excellence","keywords":"Materials science; Composite material; Coating; Elastomer; Penetration (warfare); Polyurethane; Layer (electronics); Composite number; Particle (ecology); Nanoparticle; Nanotechnology","authors":[{"name":"Dariush Firouzi","is_ca":true},{"name":"C.Y. Ching","is_ca":true},{"name":"Syed N. Rizvi","is_ca":false},{"name":"P. Ravi Selvaganapathy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.012936838127866,"gpt":0.2047749123215708,"spread":0.1918380741937048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006068678,0.0002005187,0.0003167462,0.00006572771,0.00002545607,0.000009702295,0.00008237,0.0001543056,0.00002216137],"category_scores_gemma":[0.000004699994,0.0001578039,0.00003962782,0.0002246209,0.00002154337,0.00006089084,0.00001834102,0.0001199266,0.000003953475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004156265,"about_ca_system_score_gemma":0.0000256251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007116424,"about_ca_topic_score_gemma":0.00001307343,"domain_scores_codex":[0.9991981,0.00001133786,0.0002477837,0.0001832666,0.0001693968,0.0001901174],"domain_scores_gemma":[0.9995563,0.00003518142,0.00008112085,0.0001763259,0.00008431774,0.00006677504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001787323,0.00002407162,0.0004688166,0.0003906676,0.00009303577,8.138877e-7,0.0004459988,0.002848087,0.9921769,0.00001070293,0.00005448175,0.003307655],"study_design_scores_gemma":[0.001135628,0.0002186102,0.001303971,0.000190886,0.00004939616,0.000004537606,0.00007383268,0.008044287,0.9880892,0.00001236561,0.0006654041,0.0002118887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996518,0.0001503053,0.001846913,0.00001672687,0.00007510886,0.001041461,0.0000256074,0.0001152079,0.0002106613],"genre_scores_gemma":[0.9821273,0.000006923992,0.01757159,0.000006076271,0.000006864527,0.00003352562,0.0000532372,0.000039302,0.0001551717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572467,"threshold_uncertainty_score":0.6435055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406101315","doi":"10.3390/fib13010003","title":"Recovery of N-Methylmorpholine N-Oxide (NMMO) in Lyocell Fibre Manufacturing Process","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Innotech Alberta; Alberta Innovates; University of Alberta","keywords":"Lyocell; Materials science; Pulp and paper industry; Fourier transform infrared spectroscopy; Cellulose; Waste management; Process engineering; Chemical engineering; Fiber; Composite material; Engineering","authors":[{"name":"Maria Sawiak","is_ca":true},{"name":"Bernardo A. Souto","is_ca":true},{"name":"Lelia Lawson","is_ca":true},{"name":"John M. H. Lo","is_ca":true},{"name":"Patricia I. Dolez","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01286624445564969,"gpt":0.298474932867247,"spread":0.2856086884115973,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003464164,0.0001325634,0.0002748923,0.0002002198,0.00005446732,0.00001573769,0.0002721058,0.00005312404,0.0001566379],"category_scores_gemma":[0.0002068859,0.0001200675,0.00004990282,0.0002682297,0.0001241921,0.0001920003,0.0001744497,0.0001356434,0.00004390483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061904,"about_ca_system_score_gemma":0.00009537888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009967278,"about_ca_topic_score_gemma":0.00003571494,"domain_scores_codex":[0.9987116,0.00005385927,0.0003113135,0.0003083698,0.0002452508,0.0003695335],"domain_scores_gemma":[0.9993254,0.0002351093,0.00008977781,0.0002550974,0.00005357335,0.00004103345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002255305,0.00009394289,0.001169557,0.001017631,0.00002363523,0.00005148043,0.0005335855,0.008655623,0.9823947,0.0000964612,0.000977547,0.004760334],"study_design_scores_gemma":[0.0003492974,0.00003118225,0.002117441,0.0002160182,0.000005235191,0.000001025673,0.0003931799,0.00004174589,0.9926269,0.003093978,0.001014451,0.0001095577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921002,0.0005128009,0.0003500884,0.0001873985,0.0001456135,0.0002138919,0.00002310097,0.00004000315,0.006426929],"genre_scores_gemma":[0.9928192,0.0001524441,0.0028863,0.00005882679,0.0000209659,0.00002945051,0.000005071897,0.00001199247,0.004015748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01023221,"threshold_uncertainty_score":0.489621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2792048050","doi":"10.3390/fib6010014","title":"Use of a Simple Non-Destructive Technique for Evaluation of the Elastic and Vibration Properties of Fiber-Reinforced and 3D Fiber-Metal Laminate Composites","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Orthotropic material; Materials science; Composite material; Finite element method; Isotropy; Epoxy; Vibration; Glass fiber; Aluminium; GLARE; Fiber-reinforced composite; Fiber; Fibre-reinforced plastic; Composite number; Structural engineering; Acoustics; Engineering","authors":[{"name":"Davide De Cicco","is_ca":true},{"name":"Farid Taheri‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03048154296094736,"gpt":0.2749195426996742,"spread":0.2444379997387268,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001745563,0.00009784519,0.000166012,0.00007000587,0.00004465834,0.000006982548,0.00006000635,0.00007026376,0.000004442541],"category_scores_gemma":[0.00009951022,0.00007370796,0.00002533356,0.0001018707,0.0001861425,0.0001652153,0.00003581931,0.00004964197,1.015317e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003963854,"about_ca_system_score_gemma":0.00002483714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008158002,"about_ca_topic_score_gemma":0.000005873464,"domain_scores_codex":[0.999377,0.000030764,0.0002467507,0.00009270568,0.0001544683,0.00009830367],"domain_scores_gemma":[0.9993646,0.00009544346,0.0001210395,0.0001436338,0.0002558574,0.0000193821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009363001,0.000003637175,0.000369128,0.001049508,0.0000503865,2.651976e-8,0.001452275,0.002625406,0.9841231,0.00007614751,0.00006701145,0.01008981],"study_design_scores_gemma":[0.0002233405,0.0002212086,0.0149552,0.0002295549,0.0000607268,0.000002869033,0.00002522005,0.05283462,0.9310252,0.0003253971,0.00002246838,0.00007418382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978456,0.00003681251,0.0008862585,0.0000076476,0.00006081791,0.001063179,0.00002786939,0.00003739754,0.00003438133],"genre_scores_gemma":[0.9831913,0.000004661241,0.01665814,0.000001835398,0.00002324504,0.00008439062,0.000004145178,0.00001498985,0.00001732211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05309783,"threshold_uncertainty_score":0.3005723,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3188347983","doi":"10.3390/fib9080048","title":"Effect of Nanoclay Addition on the Morphology, Fiber Size Distribution and Pore Size of Electrospun Polyvinylpyrrolidone (PVP) Composite Fibers for Air Filter Applications","year":2021,"lang":"en","type":"article","venue":"Fibers","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyvinylpyrrolidone; Materials science; Composite material; Fiber; Electrospinning; Composite number; Scanning electron microscope; Chemical engineering; Polymer; Polymer chemistry","authors":[{"name":"Iman Azarian Borojeni","is_ca":true},{"name":"Arash Jenab","is_ca":false},{"name":"Mehdi Sanjari","is_ca":false},{"name":"Charles Boudreault","is_ca":false},{"name":"Michael Klinck","is_ca":false},{"name":"S.L. Strong","is_ca":false},{"name":"A.R. Riahi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004439357897463412,"gpt":0.2407313872655203,"spread":0.2362920293680569,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005965376,0.0002396689,0.0004139797,0.00002821763,0.0002630322,0.00002163773,0.0003006394,0.0001948255,0.000582073],"category_scores_gemma":[0.0002610038,0.0001810795,0.0001661406,0.0004778902,0.0006183788,0.00007606597,0.00009122663,0.0001596185,0.00002611954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025689,"about_ca_system_score_gemma":0.00008701845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001832102,"about_ca_topic_score_gemma":0.000003916279,"domain_scores_codex":[0.9980706,0.0002145131,0.0004819555,0.0005059357,0.0003256326,0.0004013663],"domain_scores_gemma":[0.9946703,0.004077152,0.0003482148,0.0005930808,0.0002066255,0.0001046708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002355475,0.0001145343,0.00005377608,0.0001335218,0.00004263203,0.000001116475,0.00005510573,0.000007401409,0.9793584,0.002653034,0.01605275,0.001292168],"study_design_scores_gemma":[0.0008260113,0.0006396925,0.001443833,0.00006006957,0.0001218037,0.00002796522,0.00001272864,0.0000388615,0.9831696,0.001877995,0.01160817,0.0001733148],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968521,0.0003666242,0.01442285,0.007442818,0.000184026,0.002904956,0.005224779,0.0001343147,0.0007986359],"genre_scores_gemma":[0.9802164,0.00005301962,0.01475747,0.0007032714,0.0001322716,0.001573478,0.001430219,0.00004356193,0.001090322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01169539,"threshold_uncertainty_score":0.7384209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2770828898","doi":"10.3390/fib5040044","title":"Hollow-Core FRP–Concrete–Steel Bridge Columns under Torsional Loading","year":2017,"lang":"en","type":"article","venue":"Fibers","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"Northwestern University Transportation Center","keywords":"Materials science; Fibre-reinforced plastic; Torsion (gastropod); Stiffness; Composite material; Structural engineering; Tube (container); Core (optical fiber); Shell (structure); Column (typography); Engineering","authors":[{"name":"Sujith Anumolu","is_ca":false},{"name":"Omar I. Abdelkarim","is_ca":true},{"name":"Mohanad M. Abdulazeez","is_ca":false},{"name":"Ahmed Gheni","is_ca":false},{"name":"Mohamed A. ElGawady","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03241440210486977,"gpt":0.2622745160542078,"spread":0.229860113949338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006313835,0.0002373271,0.0002301546,0.00006203102,0.0003336322,0.0001837479,0.0005282159,0.0001597046,0.0004741078],"category_scores_gemma":[0.00003865041,0.0002540736,0.000145999,0.00004807103,0.0001127795,0.000383755,0.0001037367,0.0002626629,0.0002567974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586401,"about_ca_system_score_gemma":0.00002853477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001248718,"about_ca_topic_score_gemma":0.000004768697,"domain_scores_codex":[0.9988545,0.000005848439,0.0002044938,0.0002360156,0.0002701081,0.0004290909],"domain_scores_gemma":[0.9990031,0.00004420651,0.00007185432,0.0006632549,0.0000354334,0.0001821618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001572867,0.000001329793,0.03819259,0.0003848809,0.0009410377,0.0005624298,0.002641336,0.0234489,0.7440255,0.01165266,0.1452941,0.03269799],"study_design_scores_gemma":[0.004452881,0.0001865951,0.7777838,0.0004467123,0.0003119096,0.0002496369,0.0003426567,0.03080663,0.1129209,0.0007763497,0.06847466,0.003247201],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836308,0.00009117612,0.00016014,0.00008377895,0.001688131,0.0001661409,0.00004465293,0.0003647895,0.01377034],"genre_scores_gemma":[0.9956663,0.00001096014,0.001613342,0.00008715325,0.0002463084,0.00001294635,0.00003030899,0.00005778895,0.002274899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7395912,"threshold_uncertainty_score":0.9999912,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388304925","doi":"10.3390/fib11110094","title":"Performance of Fiber-Reinforced Ultra-High-Performance Concrete Incorporated with Microencapsulated Phase Change Materials","year":2023,"lang":"en","type":"article","venue":"Fibers","topic":"Phase Change Materials Research","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Materials science; Carbon footprint; Composite material; Fiber; Thermal; Reinforcement; Cementitious; Volume (thermodynamics); Durability; Phase change; Greenhouse gas; Engineering; Engineering physics","authors":[{"name":"Mahmoud Rady","is_ca":true},{"name":"Ahmed Soliman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03328305948923597,"gpt":0.2556572618280987,"spread":0.2223742023388627,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002952803,0.0002968635,0.0004409884,0.0003423606,0.00007271482,0.00004397499,0.00029516,0.0001303851,0.0006775983],"category_scores_gemma":[0.0000133845,0.0002663493,0.00002676078,0.001023433,0.0001291393,0.0004096865,0.00004629211,0.0001267428,0.0006042141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007795635,"about_ca_system_score_gemma":0.00003698592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000901185,"about_ca_topic_score_gemma":0.000001616686,"domain_scores_codex":[0.9983293,0.00003795063,0.0004249992,0.0002417972,0.0003403316,0.0006256527],"domain_scores_gemma":[0.9992028,0.00003755172,0.000111224,0.0003901547,0.0001255647,0.0001327158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003549157,0.000003517024,0.00004015553,0.0007260318,0.00007559412,0.00002544137,0.000494153,0.003145325,0.9934703,0.000002838147,0.001085559,0.0005762335],"study_design_scores_gemma":[0.002136753,0.0004713851,0.0006375058,0.0002610527,0.00001894791,0.00001375091,0.00002647097,0.01797568,0.9776514,7.506158e-7,0.0004916124,0.0003147204],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973346,0.00002349951,0.000002785573,0.00002315114,0.0003565526,0.0006089971,0.0004365774,0.0006687267,0.0005451152],"genre_scores_gemma":[0.9978904,0.0002502646,0.0001525726,0.00002028202,0.0001208745,0.0001625559,0.0007927307,0.0000962651,0.0005140245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01581887,"threshold_uncertainty_score":0.9999789,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386324583","doi":"10.3390/fib11090074","title":"Recycled Tire Fibers Used as Reinforcement for Recycled Polyethylene Composites","year":2023,"lang":"en","type":"article","venue":"Fibers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Materials science; Composite material; Thermogravimetric analysis; Flexural strength; Ultimate tensile strength; Natural rubber; Compression molding; Polyethylene; Flexural modulus; Dynamic mechanical analysis; Fiber; High-density polyethylene; Young's modulus; Molding (decorative); Polymer; Mold; Chemical engineering","authors":[{"name":"Hossein Kazemi","is_ca":true},{"name":"Ali Fazli","is_ca":true},{"name":"Jean Philippe Ira","is_ca":true},{"name":"Denis Rodrigue","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0211464796011565,"gpt":0.2837046100561603,"spread":0.2625581304550038,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004441446,0.0004131143,0.0004863044,0.000315647,0.0004408598,0.0002160795,0.000721975,0.0002159452,0.0007191753],"category_scores_gemma":[0.0001158595,0.0003888611,0.0002759564,0.0007260977,0.0001299397,0.0004094809,0.000255714,0.0001533813,0.001503068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105363,"about_ca_system_score_gemma":0.0000959902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003334501,"about_ca_topic_score_gemma":0.00002132732,"domain_scores_codex":[0.9970148,0.00008470088,0.0006262315,0.0006746954,0.0006492327,0.0009503068],"domain_scores_gemma":[0.9979799,0.0006301953,0.0002593096,0.0007127994,0.0001356547,0.0002821589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004167764,0.00001505951,0.00003739977,0.00007267891,0.00006367032,0.00002056773,0.0005985667,0.0009818106,0.9459856,0.003725281,0.0421489,0.005933707],"study_design_scores_gemma":[0.002042153,0.0004783133,0.00007779853,0.0001517888,0.00007859569,0.00001887562,0.000140084,0.01175145,0.9222548,0.003168668,0.05905915,0.000778301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794015,0.0002742388,0.001283628,0.003674635,0.002142345,0.001322238,0.0001300504,0.002023537,0.009747871],"genre_scores_gemma":[0.9624898,0.00005788337,0.005068897,0.001556862,0.0003233179,0.0003103107,0.0006211406,0.0001295435,0.02944218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02373076,"threshold_uncertainty_score":0.9998564,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3014854096","doi":"10.3390/fib8040022","title":"Transmission of Orbital Angular Momentum and Cylindrical Vector Beams in a Large-Bandwidth Annular Core Photonic Crystal Fiber","year":2020,"lang":"en","type":"article","venue":"Fibers","topic":"Orbital Angular Momentum in Optics","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; École de Technologie Supérieure","funders":"","keywords":"Optics; Photonic-crystal fiber; Broadband; Angular momentum; Optical vortex; Physics; Bandwidth (computing); Optical fiber; Beam (structure); Telecommunications; Engineering","authors":[{"name":"Manish Dev Sharma","is_ca":true},{"name":"F. Amirkhan","is_ca":true},{"name":"Satyendra K. Mishra","is_ca":true},{"name":"Dipankar Sengupta","is_ca":true},{"name":"Younès Messaddeq","is_ca":true},{"name":"F. Blanchard","is_ca":true},{"name":"Bora Ung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009869084005995319,"gpt":0.2250080577375611,"spread":0.2151389737315658,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008287698,0.0002005081,0.0003199226,0.00005374758,0.00004492971,0.0000225461,0.0001287145,0.00006858897,0.0009598796],"category_scores_gemma":[0.000005851868,0.0001899205,0.0001198502,0.000243563,0.00007362934,0.0001187771,0.00007905548,0.0002207795,0.00001838438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002656293,"about_ca_system_score_gemma":0.00004622608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004696182,"about_ca_topic_score_gemma":7.512248e-7,"domain_scores_codex":[0.9987637,0.00002779322,0.0003182184,0.000319753,0.0002371118,0.0003334088],"domain_scores_gemma":[0.9995062,0.00003047006,0.00008586194,0.0001478388,0.00002876433,0.0002008363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002878181,0.007199305,0.3848199,0.002539014,0.00194035,0.0008813725,0.08147573,0.002907425,0.440969,0.02613443,0.01258354,0.03567181],"study_design_scores_gemma":[0.05419607,0.009614931,0.1171805,0.001851424,0.001190691,0.00006892117,0.02181887,0.152857,0.3711155,0.01865517,0.2432856,0.008165233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964564,0.0002854203,0.0006617119,0.0003696178,0.0000507971,0.0003024209,0.0001597412,0.00002265054,0.00169118],"genre_scores_gemma":[0.9983553,0.000003657794,0.001104557,0.00004380659,0.0000846761,0.00001341361,0.000095979,0.00002949174,0.0002690697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2676394,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2464298488","doi":"10.3390/fib4030022","title":"Experimental Investigation of the Effect of Short Flax Fibers on the Permeability Behavior of a New Unidirectional Flax/Paper Composite","year":2016,"lang":"en","type":"article","venue":"Fibers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Composite material; Materials science; Composite number; Stacking; Reinforcement; Permeability (electromagnetism); Kraft paper; Modulus; Layer (electronics); Membrane","authors":[{"name":"Mohamed Habibi","is_ca":true},{"name":"Luc Laperrière","is_ca":true},{"name":"Gilbert Lebrun","is_ca":true},{"name":"Bruno Chabot","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0145408333230534,"gpt":0.2527659063539135,"spread":0.2382250730308601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003608055,0.0001709658,0.0002585638,0.00004674718,0.00009114678,0.00001109421,0.000420814,0.00007718613,0.0004756327],"category_scores_gemma":[0.00007379475,0.000079832,0.0001858027,0.0001930284,0.0005256044,0.0001681423,0.0001221222,0.0000916139,0.00001324808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001204639,"about_ca_system_score_gemma":0.00006870178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001974863,"about_ca_topic_score_gemma":0.000006070437,"domain_scores_codex":[0.9984544,0.0002516797,0.0003782035,0.0002332737,0.0005134367,0.0001690209],"domain_scores_gemma":[0.9986144,0.0005629204,0.0001975265,0.0004940509,0.0000659443,0.00006510693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001855791,0.00001192997,0.00841425,0.0000192751,0.00001441073,1.759829e-7,0.0003816377,0.00005261983,0.9900867,0.0001731735,0.0004367529,0.000223544],"study_design_scores_gemma":[0.0003456644,0.0003813625,0.02705518,0.0001343929,0.00003880488,0.000004205203,0.00002285734,0.00001146854,0.9717836,0.00006936381,0.00006046989,0.00009258952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981561,0.00005393714,0.000005001812,0.00032965,0.0003443255,0.0005696853,0.00003999269,0.00002544184,0.0004758933],"genre_scores_gemma":[0.9992725,7.690248e-7,0.0002401932,0.00004384716,0.00003456608,0.00002799549,0.000004169523,0.0000122939,0.0003636289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01864093,"threshold_uncertainty_score":0.5207844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2946580659","doi":"10.3390/fib7050048","title":"A Spectroscopic Study of Solid-Phase Chitosan/Cyclodextrin-Based Electrospun Fibers","year":2019,"lang":"en","type":"article","venue":"Fibers","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chitosan; Differential scanning calorimetry; Thermogravimetric analysis; Electrospinning; Thermal stability; Chemical engineering; Materials science; Trifluoroacetic acid; Ternary operation; Nanofiber; Solvent; Fiber; Cyclodextrin; Polymer chemistry; Gravimetric analysis; Supramolecular chemistry; Polymer; Chemistry; Organic chemistry; Nanotechnology; Composite material; Molecule; Thermodynamics","authors":[{"name":"Lee D. Wilson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008044278084457856,"gpt":0.3107275694256831,"spread":0.3026832913412253,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003265285,0.0003227498,0.0005652994,0.0002179269,0.0001422948,0.00003992179,0.0007858045,0.0001483942,0.001716128],"category_scores_gemma":[0.00003543546,0.0002985646,0.0001331082,0.000868235,0.0002042703,0.0001207303,0.00009780787,0.0002521226,0.0006225976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300347,"about_ca_system_score_gemma":0.0002507904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001194526,"about_ca_topic_score_gemma":0.00002634541,"domain_scores_codex":[0.9968903,0.0001212103,0.0006735796,0.0007720256,0.0007815997,0.0007612894],"domain_scores_gemma":[0.9980237,0.0002680245,0.0003474778,0.001076224,0.00006658409,0.0002179525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001416138,0.001467591,0.001556475,0.0000490469,0.00003098654,0.000004595618,0.0003813102,0.00007411784,0.9948945,0.0002738473,0.000816894,0.0003090401],"study_design_scores_gemma":[0.004684237,0.002979135,0.001192241,0.0000402082,0.00006830853,0.000002814863,0.0001612102,0.0005145147,0.9880466,0.0004556189,0.001485408,0.0003697313],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925714,0.00008177842,0.002916855,0.0003144487,0.0004071877,0.001528245,0.00005470955,0.0002100105,0.00191541],"genre_scores_gemma":[0.9899951,0.000006250763,0.00871377,0.0002655248,0.00009394117,0.000156637,0.00003302144,0.00004807343,0.0006877383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00684791,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1915932393","doi":"10.3390/fib3040411","title":"Finite Element Modeling of GFRP-Reinforced Concrete Interior Slab-Column Connections Subjected to Moment Transfer","year":2015,"lang":"en","type":"article","venue":"Fibers","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Fibre-reinforced plastic; Slab; Structural engineering; Finite element method; Reinforcement; Punching; Materials science; Parametric statistics; Shear (geology); Composite material; Engineering; Mathematics","authors":[{"name":"Ahmed Gouda","is_ca":true},{"name":"Ehab El-Salakawy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02410719350968134,"gpt":0.2360828136955975,"spread":0.2119756201859161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001100618,0.000256519,0.0003327531,0.0002034103,0.00003989831,0.00003372229,0.0002230243,0.0001037095,0.0002028431],"category_scores_gemma":[0.00003602825,0.0002760949,0.0001242573,0.0003456788,0.00003050024,0.0001668287,0.0000398848,0.000172275,0.00005707973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550489,"about_ca_system_score_gemma":0.00005137947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002312026,"about_ca_topic_score_gemma":0.00001063269,"domain_scores_codex":[0.9985447,0.00001669758,0.0005172415,0.0002086883,0.0003146555,0.0003979955],"domain_scores_gemma":[0.9991349,0.00003845306,0.00002609165,0.0003276706,0.0001680824,0.0003048028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000861556,1.082278e-7,0.0000291474,0.00004407885,0.000109055,0.000004909258,0.003213173,0.8452094,0.1498694,0.00026869,0.0004438452,0.0007221258],"study_design_scores_gemma":[0.001463407,0.0003112325,0.00001956812,0.00009031758,0.00008550003,0.000008123653,0.001018394,0.7494799,0.2447015,0.000008814823,0.002346887,0.0004662963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255455,0.00003771564,0.0713842,0.00005547296,0.000642632,0.0005413272,0.00007135107,0.0003421978,0.001379656],"genre_scores_gemma":[0.9965528,0.000008312536,0.002766877,0.00007299209,0.00004614594,0.00008612451,0.00004807176,0.0000508371,0.0003678057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09572943,"threshold_uncertainty_score":0.9999691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391530314","doi":"10.3390/fib12020017","title":"Utilization of Novel Basalt Fiber Pellets from Micro- to Macro-Scale, and from Basic to Applied Fields: A Review on Recent Contributions","year":2024,"lang":"en","type":"review","venue":"Fibers","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Government of Manitoba; Tetra Tech (Canada); Lakehead University","funders":"University of Manitoba","keywords":"Pellets; Macro; Fiber; Scale (ratio); Materials science; Basalt fiber; Basalt; Nanotechnology; Engineering physics; Mechanical engineering; Computer science; Aerospace engineering; Engineering; Geology; Composite material; Physics; Geochemistry","authors":[{"name":"Tasnia Ahmed","is_ca":true},{"name":"Ahmed Bediwy","is_ca":true},{"name":"A. Azzam","is_ca":true},{"name":"R. Elhadary","is_ca":true},{"name":"Ehab El-Salakawy","is_ca":true},{"name":"M. T. Bassuoni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03989472359915827,"gpt":0.3425566677329628,"spread":0.3026619441338045,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004006751,0.0005263372,0.001640828,0.0002027755,0.0001054771,0.00007286006,0.0006047906,0.0004216761,0.002050204],"category_scores_gemma":[0.0001333227,0.0004273035,0.0002244192,0.001182787,0.0001175292,0.00003254644,0.0003217453,0.0003489305,0.002172226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002860003,"about_ca_system_score_gemma":0.0002613314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000139654,"about_ca_topic_score_gemma":0.00004665505,"domain_scores_codex":[0.9967002,0.0001019253,0.001091318,0.001171232,0.0004901442,0.0004451969],"domain_scores_gemma":[0.9976538,0.0005669483,0.0003375589,0.0009194912,0.0001420494,0.0003801728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003423524,0.000241464,1.750951e-7,0.01141637,0.0001571621,0.000003277185,0.0002566699,9.566879e-7,0.008945465,0.0005624468,0.3542131,0.6241687],"study_design_scores_gemma":[0.0001784257,0.00006701567,0.00000136629,0.0278251,0.0009681674,0.000002728404,0.000004745596,0.000001866955,0.003151041,0.000286996,0.9671149,0.0003976097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000451408,0.9798928,0.00325425,0.002414782,0.0004463871,0.003422826,0.009538895,0.0001151099,0.0008697318],"genre_scores_gemma":[0.000002431663,0.9733846,0.02034089,0.00258617,0.0002088074,0.0008822775,0.001932053,0.00006956864,0.0005932615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6237711,"threshold_uncertainty_score":0.9998178,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393146700","doi":"10.3390/fib12040030","title":"Mechanical Properties of Woven Fabrics Containing Elastane Fibers","year":2024,"lang":"en","type":"article","venue":"Fibers","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Mitacs","keywords":"Materials science; Woven fabric; Composite material","authors":[{"name":"Josephine Taiye Bolaji","is_ca":true},{"name":"Patricia I. Dolez","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04097687310695863,"gpt":0.2671679183227316,"spread":0.226191045215773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004864642,0.0001051153,0.0001867731,0.00005810932,0.00006340476,0.0001187486,0.0001547225,0.00006102862,0.001547146],"category_scores_gemma":[0.0001230282,0.00008265194,0.00006030221,0.0001314123,0.00007693987,0.0001627523,0.00007357678,0.00005879678,0.000370529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004935906,"about_ca_system_score_gemma":0.0001082338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007154747,"about_ca_topic_score_gemma":0.00001105687,"domain_scores_codex":[0.9989318,0.00006241011,0.0002922929,0.0002292399,0.0002681615,0.0002160542],"domain_scores_gemma":[0.9995945,0.00007536986,0.00005200407,0.0001674798,0.00005545353,0.00005519133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000344726,0.00001234105,0.000002172395,0.0001177495,0.00001235089,0.000006219024,0.00127421,0.0002597586,0.992305,0.004131166,0.0009899462,0.0008545615],"study_design_scores_gemma":[0.0002277012,0.0002002351,0.00004882956,0.0004098502,0.00006326348,0.00001330972,0.0009749646,0.002800627,0.9845447,0.001902822,0.00858602,0.0002276877],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960371,0.0004148147,0.000418924,0.0004408984,0.001307694,0.0001616186,0.00005007363,0.0001670716,0.001001804],"genre_scores_gemma":[0.9980902,0.00001190727,0.00102247,0.00006074463,0.00009552557,0.00002124379,0.00000631885,0.00001929683,0.0006722704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007760363,"threshold_uncertainty_score":0.9993656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2068811703","doi":"10.3390/fib2010092","title":"Reliable Lifetime Prediction for Passivated Fiber Bragg Gratings for Telecommunication Applications","year":2014,"lang":"en","type":"article","venue":"Fibers","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WSP (Canada)","funders":"Direction Générale de la Compétitivité, de l’Industrie et des Services","keywords":"Fiber Bragg grating; Materials science; PHOSFOS; Optical fiber; Fiber; Optoelectronics; Telecommunications; Optics; Plastic optical fiber; Computer science; Fiber optic sensor; Composite material; Physics","authors":[{"name":"Matthieu Lancry","is_ca":false},{"name":"B. Poumellec","is_ca":false},{"name":"Sylvain V. Costes","is_ca":false},{"name":"Julien Magné","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007492300934621555,"gpt":0.2210464124664707,"spread":0.2135541115318491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001370108,0.0001422846,0.0001466742,0.00006334379,0.0001557093,0.00002494695,0.0001669742,0.000118881,0.00001934092],"category_scores_gemma":[0.00009412014,0.0001593082,0.00006868662,0.0001682933,0.00002804469,0.0001410338,0.00001421747,0.000101422,0.00005588275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008633942,"about_ca_system_score_gemma":0.000009032664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003275925,"about_ca_topic_score_gemma":0.00000235674,"domain_scores_codex":[0.9991971,0.000009191524,0.0002652427,0.0001971674,0.00007799856,0.0002533408],"domain_scores_gemma":[0.9990004,0.0003135875,0.00006439228,0.000453826,0.0001021524,0.00006559586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008961147,0.00009656433,0.0001956018,0.0005908592,0.0002193499,8.092594e-8,0.0007377113,0.7232063,0.03229806,0.00774854,0.1390229,0.09579441],"study_design_scores_gemma":[0.0006595524,0.00007202278,0.00012762,0.00002872368,0.0000392378,0.000001760454,0.00003567332,0.2999835,0.00730189,0.002949719,0.688582,0.0002182901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009608602,0.0001133387,0.9793029,0.0006602994,0.0002831472,0.002628318,0.0001698088,0.00145941,0.005774138],"genre_scores_gemma":[0.2277872,0.00006650393,0.7557549,0.0002830799,0.0006775566,0.006594043,0.001696117,0.0002958858,0.006844732],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5495591,"threshold_uncertainty_score":0.6496398,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385834942","doi":"10.3390/fib11080070","title":"Accelerated Zero-Stress Hydrothermal Aging of Dry E-Glass Fibers and Service Life Prediction Using Arrhenius Model","year":2023,"lang":"en","type":"article","venue":"Fibers","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Materials science; Composite material; Arrhenius equation; Moisture; Service life; Thermosetting polymer; Hydrothermal circulation; Glass fiber; Fiber; Durability; Dissolution; Fourier transform infrared spectroscopy; Degradation (telecommunications); Accelerated aging; Thermoplastic; Scanning electron microscope; Water content; Polymer; Chemical engineering; Kinetics; Computer science","authors":[{"name":"John Sunny","is_ca":true},{"name":"Hadi Nazaripoor","is_ca":false},{"name":"Jorge Palacios Moreno","is_ca":true},{"name":"Pierre Mertiny","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03642872604233718,"gpt":0.2482592924507201,"spread":0.2118305664083829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009256447,0.0001654173,0.000203141,0.0001367642,0.00004924506,0.00003223496,0.000133332,0.0001125741,0.00002154985],"category_scores_gemma":[0.000009564328,0.0001860463,0.00004120587,0.0004010871,0.00002011597,0.0001951561,0.00006294629,0.0001580468,0.00001188981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000425049,"about_ca_system_score_gemma":0.00002348404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004962586,"about_ca_topic_score_gemma":0.000002966805,"domain_scores_codex":[0.9990568,0.00002023061,0.0002665395,0.0001930677,0.000195861,0.0002674664],"domain_scores_gemma":[0.9995366,0.00004355748,0.00004432075,0.000198303,0.00004132899,0.0001358669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001062173,0.000006775515,0.001185762,0.0001598669,0.0000395549,0.000003549447,0.0005248699,0.7097806,0.2878093,0.00002429012,0.0001067466,0.0003480567],"study_design_scores_gemma":[0.000315051,0.00001228216,0.001306427,0.0001187189,0.00004529432,0.000001334374,0.00004815709,0.9363405,0.06156697,0.00006782826,0.00002680548,0.0001506158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994105,0.00007457802,0.004527543,0.00005706981,0.0002166389,0.0001635987,0.00007712147,0.0005703425,0.0002080709],"genre_scores_gemma":[0.9967549,0.00002103513,0.002972536,0.00004939684,0.0000373863,0.00001023557,0.00003994175,0.00005752848,0.00005706808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.22656,"threshold_uncertainty_score":0.7586747,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2819587681","doi":"10.3390/fib6030051","title":"Heat and Mass Transfer Properties of Sugar Maple Wood Treated by the Thermo-Hygro-Mechanical Densification Process","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Service de Recherche et d'EXpertise en Transformation des Produits Forestiers; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Thermal conductivity; Maple; Composite material; Water content; Sugar; Moisture; Permeability (electromagnetism); Thermal; Volume (thermodynamics); Void (composites); Chemistry; Botany; Membrane","authors":[{"name":"Qilan Fu","is_ca":true},{"name":"Alain Cloutier","is_ca":true},{"name":"Aziz Laghdir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01593807252623045,"gpt":0.1913360649861029,"spread":0.1753979924598725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004703444,0.0001135977,0.0001125052,0.00001987425,0.00006293158,0.00001977268,0.0000767284,0.00005670678,0.00004146056],"category_scores_gemma":[0.000003514692,0.00006495859,0.00002476814,0.00007908497,0.00009363535,0.00006958665,0.00000434647,0.00005011547,0.00001234732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407591,"about_ca_system_score_gemma":0.000006557894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003158673,"about_ca_topic_score_gemma":0.00001398847,"domain_scores_codex":[0.999534,0.00002032138,0.0001185088,0.0001081354,0.00008846483,0.0001306072],"domain_scores_gemma":[0.9997873,0.00001075925,0.000004535387,0.0001330775,0.00003701406,0.00002730217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001686803,0.00004573668,0.0006921936,0.000203103,0.0002378054,8.862785e-7,0.007105263,0.00005337064,0.9852896,0.00006673977,0.001674767,0.004461846],"study_design_scores_gemma":[0.0003333284,0.0001279262,0.0001964529,0.00004057888,0.00005066243,0.000003233901,0.0003702622,0.003739554,0.9939204,0.00005263855,0.001052898,0.0001119905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971811,0.001270637,0.0001011454,0.0002099609,0.00005329855,0.0002165503,0.00001117689,0.0001004117,0.0008557717],"genre_scores_gemma":[0.9994938,0.00006330152,0.00002832759,0.00001799491,0.00003076945,0.00003310841,0.000008684744,0.00002262207,0.0003014276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008630867,"threshold_uncertainty_score":0.2648935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409658519","doi":"10.3390/fib13050050","title":"Preparation of ZIF-67@PAN Nanofibers for CO2 Capture: Effects of Solvent and Time on Particle Morphology","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Morphology (biology); Materials science; Solvent; Particle (ecology); Particle size; Chemical engineering; Nanofiber; Nanotechnology; Chemistry; Organic chemistry; Engineering","authors":[{"name":"Guilherme Henrique França Melo","is_ca":true},{"name":"Tiffany Yau","is_ca":true},{"name":"Yuxin Liu","is_ca":true},{"name":"Uttandaraman Sundararaj","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007113152475582415,"gpt":0.2584112628652902,"spread":0.2512981103897078,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008727509,0.00008765884,0.0001970461,0.00002319303,0.00003925109,0.000005662059,0.00008376919,0.0001201643,0.0001395974],"category_scores_gemma":[0.0001098921,0.00008224011,0.00006392675,0.00008172901,0.00007612188,0.00002007171,0.00002306701,0.00005014825,0.000006836738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002410252,"about_ca_system_score_gemma":0.00002979916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002183988,"about_ca_topic_score_gemma":0.000002565622,"domain_scores_codex":[0.9993867,0.00001585806,0.0002163369,0.0001903228,0.00007191716,0.0001189208],"domain_scores_gemma":[0.9990889,0.0004585675,0.0001177059,0.0002703649,0.00003324314,0.00003119125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000786344,0.000116946,0.0001682486,0.0003257261,0.00007792562,2.47344e-7,0.0002348758,0.00003358113,0.9870316,0.005462517,0.004844543,0.001625188],"study_design_scores_gemma":[0.0003846786,0.00005252893,0.0002809126,0.0001197903,0.00008944326,6.031468e-7,0.00004400785,0.0007470174,0.9953958,0.0009934293,0.001823667,0.00006806754],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955606,0.000248462,0.001102521,0.0003902762,0.00004708478,0.0002587448,0.00002778856,0.00002172979,0.002342795],"genre_scores_gemma":[0.9960639,0.00001473449,0.001246731,0.00007736307,0.00001451477,0.00009642116,0.00001854215,0.000009454203,0.002458346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008364287,"threshold_uncertainty_score":0.3353654,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409002799","doi":"10.3390/fib13040038","title":"Machine Learning for Identifying Damage and Predicting Properties in 3D-Printed PLA/Lygeum Spartum Biocomposites","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Materials science; 3d printed; Composite material; Nanotechnology; Manufacturing engineering; Engineering","authors":[{"name":"Khalil Benabderazag","is_ca":false},{"name":"Moussa Guebailia","is_ca":false},{"name":"Zouheyr Belouadah","is_ca":false},{"name":"Lotfi Toubal","is_ca":true},{"name":"Salah Eddine Tachi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03292142061130649,"gpt":0.2504816718271267,"spread":0.2175602512158202,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207022,0.0001421408,0.0002080501,0.0001343045,0.0002961266,0.000198133,0.000155199,0.00006193209,0.00004311177],"category_scores_gemma":[0.0001309722,0.0001103036,0.00003192526,0.0001166263,0.0000979101,0.0002010727,0.0001423936,0.0001199519,0.000006049168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002555542,"about_ca_system_score_gemma":0.00002874462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008525359,"about_ca_topic_score_gemma":0.0002100915,"domain_scores_codex":[0.9989827,0.00008627804,0.0002533536,0.0002988048,0.00009580827,0.0002830756],"domain_scores_gemma":[0.9996226,0.0001207871,0.0000665323,0.000128523,0.00002637791,0.00003513968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001724259,0.00003765209,0.05522022,0.000573002,0.00002372197,0.000002382042,0.001898922,0.00008576913,0.9329914,0.000148216,0.0001248852,0.008721402],"study_design_scores_gemma":[0.000414213,0.0000470747,0.00491026,0.0006793601,0.00002548269,0.000002136993,0.0006527036,0.03474195,0.9554214,0.00007082714,0.002844593,0.0001899656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878183,0.009836353,0.000393747,0.0006494708,0.0002857779,0.0002700212,0.00001308428,0.0001086584,0.0006245977],"genre_scores_gemma":[0.9955022,0.00007349263,0.002042928,0.0001006382,0.00002620992,0.00006913834,0.000005385357,0.0000142605,0.00216571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05030996,"threshold_uncertainty_score":0.4498052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390947861","doi":"10.3390/fib12010012","title":"Cementitious Composites with Cellulose Nanomaterials and Basalt Fiber Pellets: Experimental and Statistical Modeling","year":2024,"lang":"en","type":"article","venue":"Fibers","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; KGS Group (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material; Flexural strength; Fiber; Pellets; Absorption of water; Compressive strength; Cellulose; Cellulose fiber","authors":[{"name":"O. M. Hosny","is_ca":true},{"name":"A. M. Yasien","is_ca":false},{"name":"M. T. Bassuoni","is_ca":true},{"name":"Keith Gourlay","is_ca":false},{"name":"A. Ghazy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008548436303301883,"gpt":0.2169107959573073,"spread":0.2083623596540054,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008921104,0.0001762296,0.0001768061,0.00007556658,0.00004517401,0.0002444596,0.00003637667,0.00004203113,0.0009497366],"category_scores_gemma":[0.000002783029,0.000154526,0.000009490076,0.00005903948,0.00006265903,0.0001722476,0.00004221282,0.00004841404,0.00005176168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004393384,"about_ca_system_score_gemma":0.000009709802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001232752,"about_ca_topic_score_gemma":2.522277e-7,"domain_scores_codex":[0.9992667,0.00001702734,0.0002059459,0.0001917288,0.000113493,0.0002050824],"domain_scores_gemma":[0.9997973,0.00004193398,0.0000119603,0.00007732004,0.00001746412,0.00005405962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000046778,0.000004770416,0.00001543252,0.0006283119,0.0001620723,0.00005648077,0.001079559,0.002981651,0.9869009,0.005476194,0.00242173,0.0002260787],"study_design_scores_gemma":[0.0007757251,0.0002520899,0.00001322053,0.0003065713,0.00006439926,0.00006546147,0.0002319971,0.4798166,0.5102098,0.0001208281,0.007562536,0.0005808303],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807375,0.001014319,0.01409712,0.00001629242,0.0003057005,0.0002237744,0.00008823432,0.0002555833,0.003261444],"genre_scores_gemma":[0.9941798,0.00003277094,0.005255697,0.0000296705,0.00008183793,0.00002497558,0.00008578293,0.00004511147,0.0002642848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4768349,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400581580","doi":"10.3390/fib12070058","title":"Hydrothermal Aging and Humidity Exposure of Carbon and Basalt Fibers and Life Time Prediction","year":2024,"lang":"en","type":"article","venue":"Fibers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material; Thermosetting polymer; Basalt fiber; Hydrothermal circulation; Ultimate tensile strength; Durability; Moisture; Accelerated aging; Humidity; Polymer; Scanning electron microscope; Dissolution; Composite number; Fiber; Chemical engineering","authors":[{"name":"John Sunny","is_ca":true},{"name":"Jorge Palacios Moreno","is_ca":true},{"name":"Hadi Nazaripoor","is_ca":false},{"name":"Pierre Mertiny","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00699610983901786,"gpt":0.2126158858974732,"spread":0.2056197760584553,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001938358,0.0001254367,0.0001620703,0.00008085579,0.00005885467,0.00009150419,0.00005972699,0.00007479933,0.00006542673],"category_scores_gemma":[0.00002147302,0.0001104107,0.00002057554,0.00009238775,0.0001398508,0.0002337591,0.00008672938,0.0001047052,0.000005344189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001895281,"about_ca_system_score_gemma":0.00002453011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009779606,"about_ca_topic_score_gemma":0.000002146981,"domain_scores_codex":[0.9991848,0.0000385823,0.0001803469,0.0002728443,0.0001583494,0.0001650538],"domain_scores_gemma":[0.9996145,0.0001033368,0.00004308569,0.0001192404,0.00001704973,0.0001027502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003142036,0.000003022416,0.001634553,0.0002948808,0.000023822,0.00000758125,0.001192518,0.00007978045,0.9951484,0.0001098628,0.0003138943,0.001160256],"study_design_scores_gemma":[0.0009325212,0.0004924671,0.01004247,0.0006756069,0.0001633799,0.0001176263,0.0001493578,0.03120546,0.9525118,0.0007850308,0.00237075,0.0005535418],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952155,0.003325786,0.000008580035,0.0002049531,0.0002031497,0.0001498039,0.00003549823,0.0001189398,0.0007377993],"genre_scores_gemma":[0.9988818,0.00006075439,0.0005353747,0.00004694646,0.00008166063,0.000004419322,0.000006305799,0.00001568755,0.0003670831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04263662,"threshold_uncertainty_score":0.4502416,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410160192","doi":"10.3390/fib13050058","title":"A Study on the Effect of an Oxidizing Atmosphere During the Recycling of CFRP by Pyrolysis","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; CTT Group (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oxidizing agent; Atmosphere (unit); Pyrolysis; Materials science; Reducing atmosphere; Chemical engineering; Waste management; Metallurgy; Chemistry; Organic chemistry; Engineering; Meteorology","authors":[{"name":"Cynthie Dega","is_ca":true},{"name":"Ali Jadidinia","is_ca":true},{"name":"Rachid Boukhili","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003331909089398458,"gpt":0.2110330962898726,"spread":0.2077011872004742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002697614,0.0001689752,0.0002477883,0.00002467569,0.0001003744,0.00002104399,0.0003575163,0.00004841082,0.00002153285],"category_scores_gemma":[0.00004249441,0.000104834,0.000104572,0.0003674586,0.00004208522,0.00006292172,0.0000580852,0.00019844,0.000004531586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004065502,"about_ca_system_score_gemma":0.000005818321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009023368,"about_ca_topic_score_gemma":0.00001219689,"domain_scores_codex":[0.9991036,0.0001134499,0.0002757052,0.0001386446,0.0001812298,0.0001873711],"domain_scores_gemma":[0.9986992,0.0006576881,0.00006128797,0.0005447784,0.00001315793,0.00002388166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001972861,0.00005334539,0.01147809,0.0004020806,0.001171712,0.000005536994,0.006360169,0.2385828,0.7367083,0.00007868427,0.001147849,0.003814135],"study_design_scores_gemma":[0.0005233489,0.0002694211,0.003673596,0.0001625436,0.0001192035,7.366489e-7,0.0008799486,0.005943564,0.9881782,0.000006421018,0.0001199219,0.000123117],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962521,0.0004343731,0.00003012835,0.00005178337,0.0001270627,0.0003890263,0.000005900393,0.0001029967,0.002606657],"genre_scores_gemma":[0.9995133,0.0000037979,0.00006799265,0.00001548078,0.00001621417,0.00003455225,0.000002092919,0.00002562241,0.0003209844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2514699,"threshold_uncertainty_score":0.4275005,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2791683283","doi":"10.3390/fib6010008","title":"Transcriptome Assembly of the Bast Fiber Crop, Ramie, Boehmeria nivea (L.) Gaud. (Urticaceae)","year":2018,"lang":"en","type":"article","venue":"Fibers","topic":"Legume Nitrogen Fixing Symbiosis","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Genome Alberta; Genome Canada","keywords":"Bast fibre; Ramie; Urticaceae; Retting; Biology; Middle lamella; Crop; Botany; Fiber; Agronomy; Cell wall; Materials science; Composite material","authors":[{"name":"Louay M. Al-Ani","is_ca":true},{"name":"Michael K. Deyholos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01260559267249507,"gpt":0.2122474906652832,"spread":0.1996418979927882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001708771,0.0001589265,0.0001872358,0.00001038064,0.0002164432,0.00003674289,0.0005119535,0.0001146806,0.003151021],"category_scores_gemma":[0.00005167421,0.00005319146,0.0002169876,0.0004814217,0.0003121485,0.0001134308,0.00007235805,0.0001188878,0.0003426724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002888976,"about_ca_system_score_gemma":0.00001234514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002946378,"about_ca_topic_score_gemma":0.0001882193,"domain_scores_codex":[0.9987368,0.0001034308,0.0002370472,0.0002815628,0.0002945701,0.0003465733],"domain_scores_gemma":[0.9994572,0.0001002495,0.0001081216,0.0001463707,0.00009820935,0.00008989642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002676466,0.00004832315,0.00270145,0.000004367816,0.00003315509,7.067524e-7,0.0002449164,1.26323e-7,0.9843397,0.0001284703,0.009394782,0.003077223],"study_design_scores_gemma":[0.0003036001,0.0003667456,0.342994,0.00005662027,0.00007285325,0.000009158391,0.0002185404,0.00001375722,0.5802269,0.0002072668,0.07520787,0.0003226542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882967,0.00005287364,5.816045e-7,0.00237274,0.0003417342,0.0001825992,0.00005752685,0.0000576702,0.008637522],"genre_scores_gemma":[0.9957864,0.000002151313,0.0001606576,0.0004448811,0.0002774876,0.000006560412,0.000008028886,0.000002304665,0.003311519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4041128,"threshold_uncertainty_score":0.9977602,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386026806","doi":"10.3390/fib11080071","title":"Fabrication of Ultra-High-Performance PVDF-HFP Air Filters by Electrospinning","year":2023,"lang":"en","type":"article","venue":"Fibers","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor","keywords":"Materials science; Bead; Pressure drop; Fabrication; Electrospinning; Filtration (mathematics); Air filter; Drop (telecommunication); One-Step; Composite material; Polymer; Nanotechnology; Chemical engineering","authors":[{"name":"Iman Azarian Borojeni","is_ca":true},{"name":"Greg Gajewski","is_ca":true},{"name":"Arash Jenab","is_ca":false},{"name":"Mehdi Sanjari","is_ca":false},{"name":"Charles Boudreault","is_ca":false},{"name":"Reza A. Riahi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006969996043641753,"gpt":0.2350815230853653,"spread":0.2281115270417236,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003544748,0.0001427711,0.0001954611,0.0001223442,0.0001547651,0.00001719949,0.0004390145,0.0000964643,0.0001899026],"category_scores_gemma":[0.00004258326,0.0001381461,0.00004350432,0.001216351,0.0002161547,0.0001619296,0.00003962686,0.0001102489,0.0006334219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009297935,"about_ca_system_score_gemma":0.00005879041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006027058,"about_ca_topic_score_gemma":0.000001195708,"domain_scores_codex":[0.9983866,0.00003361272,0.00034992,0.0003584588,0.0004026319,0.0004688023],"domain_scores_gemma":[0.9991231,0.0001169891,0.0001854573,0.0003932879,0.00008571662,0.00009546745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009966133,0.00002296608,0.0003384252,0.00003331707,0.000006493765,2.748142e-7,0.0001343094,0.00004749694,0.9310057,0.000310849,0.0667287,0.001361485],"study_design_scores_gemma":[0.0002054891,0.0001206361,0.004289729,0.00002734463,0.00001165846,0.000001789985,0.00002143,0.000254072,0.9860443,0.0003878875,0.0084753,0.0001603067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924316,0.00005857596,0.004128134,0.001275073,0.0002706139,0.0002710157,0.00006861298,0.0003836066,0.001112732],"genre_scores_gemma":[0.9920624,0.0001081264,0.005622831,0.0003136538,0.0000718541,0.0001215089,0.0002056951,0.00002688706,0.001467033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0582534,"threshold_uncertainty_score":0.8141568,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414685136","doi":"10.3390/fib13100134","title":"Life Cycle Carbon Footprint Assessment of a Typical Bamboo-Based Fiber Composite Material","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Division of Materials Research; Jiangxi Provincial Department of Science and Technology; National Natural Science Foundation of China","keywords":"Carbon footprint; Carbonization; Life-cycle assessment; Bamboo; Composite number; Fiber; Carbon fibers; Process (computing)","authors":[{"name":"Yuan Hu","is_ca":false},{"name":"Hui Huang","is_ca":false},{"name":"Meiling Chen","is_ca":false},{"name":"Chunyu Pan","is_ca":true},{"name":"Amsalu Nigatu Alamerew","is_ca":true},{"name":"Jiacheng Zhang","is_ca":false},{"name":"Mei He","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01208655551662864,"gpt":0.2403197793107715,"spread":0.2282332237941429,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005959482,0.00007485764,0.0001278646,0.000007523814,0.00007124293,0.00002487223,0.0001433997,0.00005683798,0.0003396376],"category_scores_gemma":[0.000007135105,0.00002983814,0.00006072706,0.0001330002,0.00005083881,0.000008319287,0.00006005005,0.00005649912,0.000005097084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002049881,"about_ca_system_score_gemma":0.00002674278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003693224,"about_ca_topic_score_gemma":0.00004050086,"domain_scores_codex":[0.9994254,0.00003038113,0.0001658174,0.0001583114,0.00009118907,0.0001288937],"domain_scores_gemma":[0.9997483,0.00004610338,0.00004443178,0.00006375983,0.00003260564,0.0000648346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001742179,0.0003290895,0.008962149,0.00004757795,0.00005292287,8.624481e-7,0.00002501552,0.0004601658,0.9336179,0.003196849,0.001049855,0.05208335],"study_design_scores_gemma":[0.0005314156,0.0003068405,0.8284294,0.0001043092,0.00005776401,6.226189e-7,0.0001168962,0.005725038,0.07357989,0.0006583564,0.09015845,0.000331053],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861414,0.00001490808,0.000005555152,0.003502568,0.00007831574,0.0001633502,0.0000291161,0.00003607785,0.01002872],"genre_scores_gemma":[0.9986258,0.000001905322,0.0005396259,0.0003246547,0.000053138,0.00003437189,0.00003002542,5.810891e-7,0.0003898846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.860038,"threshold_uncertainty_score":0.3718794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406217760","doi":"10.3390/fib13010005","title":"Amplifying the Sensitivity of Electrospun Polyvinylidene Fluoride Piezoelectric Sensors Through Electrical Polarization Process for Low-Frequency Applications","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Polyvinylidene fluoride; Piezoelectricity; Electric field; Piezoelectric coefficient; Dielectric; Electrostriction; Polarization (electrochemistry); Composite material; Voltage; Optoelectronics; Electrical engineering; Polymer","authors":[{"name":"Asra Tariq","is_ca":true},{"name":"Amir Hossein Behravesh","is_ca":true},{"name":"Muhammad Rizwan Tariq","is_ca":true},{"name":"Ghaus Rizvi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0101873646733531,"gpt":0.257865150683301,"spread":0.2476777860099479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001928403,0.0001738248,0.0002395371,0.00009299385,0.0001865774,0.00002706176,0.0001242632,0.0000983581,0.000003184037],"category_scores_gemma":[0.0002070854,0.0001536945,0.00007177231,0.0008637947,0.000043414,0.0001446609,0.00001098187,0.00013345,0.000002445437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009851447,"about_ca_system_score_gemma":0.00004839115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005236112,"about_ca_topic_score_gemma":0.000010991,"domain_scores_codex":[0.9989457,0.0000481291,0.0003181263,0.0002161225,0.0001190983,0.0003528559],"domain_scores_gemma":[0.9991502,0.0003702347,0.0000772767,0.0002505383,0.0001220102,0.00002974402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002785642,0.00002754134,0.0004017937,0.0002917034,0.00008283905,7.880275e-7,0.0001738078,0.1065048,0.875459,0.01072491,0.00009713621,0.006207851],"study_design_scores_gemma":[0.0004216399,0.0000426851,0.0009995903,0.00007486365,0.0001035502,0.00001232781,0.00003889424,0.05587124,0.9235084,0.01758455,0.0009960934,0.0003461416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1759233,0.0002262044,0.8219283,0.00008442606,0.0001370813,0.0005101585,0.0000265057,0.0002886023,0.0008754336],"genre_scores_gemma":[0.9938094,0.00004519044,0.005585394,0.00007314869,0.00009044514,0.0001540229,0.00004548743,0.00003623102,0.000160703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8178861,"threshold_uncertainty_score":0.6267479,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406124224","doi":"10.3390/fib13010004","title":"Development of Acoustic Insulating Carpets from Milkweed Fibers Using Air-Laid Spike Process","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Sherbrooke","funders":"Mitacs","keywords":"Spike (software development); Materials science; Process (computing); Composite material; Nanotechnology; Computer science; Software engineering","authors":[{"name":"Deborah Lupescu","is_ca":true},{"name":"Mathieu Robert","is_ca":true},{"name":"Saïd Elkoun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03260971799742869,"gpt":0.3161952644539885,"spread":0.2835855464565598,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003143515,0.0001539922,0.0002678084,0.00009984681,0.0002267999,0.0000467195,0.0002193321,0.00007773397,0.0005853962],"category_scores_gemma":[0.0001153965,0.0001492532,0.00003859807,0.0002415134,0.00006512995,0.0001399095,0.0001002633,0.00005058563,0.00004230681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171924,"about_ca_system_score_gemma":0.000447673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000288943,"about_ca_topic_score_gemma":0.00008749849,"domain_scores_codex":[0.9985882,0.00004939622,0.0005084157,0.0003065789,0.000284349,0.0002630708],"domain_scores_gemma":[0.9993254,0.00007472438,0.0001979705,0.0002299359,0.0001201419,0.00005186089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002252465,0.00002894379,0.0002349981,0.0001226863,0.00001870469,0.000001203365,0.004575928,0.01296552,0.9810785,0.00002209772,0.00008247641,0.0008463845],"study_design_scores_gemma":[0.0007788295,0.00001887106,0.01303506,0.0005819111,0.0001179154,0.000001046425,0.001793499,0.007375746,0.9745159,0.0007933107,0.0006464121,0.000341503],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959676,0.00006441017,0.002036369,0.00004790867,0.0008326384,0.0002236285,0.00006923489,0.00007072619,0.0006875204],"genre_scores_gemma":[0.9597691,7.394051e-7,0.03992148,0.00008360126,0.00004467052,0.00001912279,0.00003129036,0.00001423723,0.000115782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03788511,"threshold_uncertainty_score":0.6409677,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415499146","doi":"10.3390/fib13110145","title":"Mitigating Out-of-Plane Fiber Waviness in AFP Laminates with Tow-Gaps via Selective Placement of Thermoplastic Veils","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Air Force Office of Scientific Research","keywords":"Waviness; Thermoplastic; Epoxy; Polyetherimide; Toughness; Fiber; Composite laminates; Composite number","authors":[{"name":"Ahmadreza Ravangard","is_ca":false},{"name":"Kuthan Çelebi","is_ca":true},{"name":"Sergii G. Kravchenko","is_ca":true},{"name":"Oleksandr G. Kravchenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005492051538846127,"gpt":0.218087020141773,"spread":0.2125949686029269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000867174,0.0001474328,0.0002697658,0.0001164117,0.00001434228,0.000006596952,0.0001288196,0.00006513846,0.00008814246],"category_scores_gemma":[0.00002397152,0.0001324505,0.00003065831,0.0002655711,0.00003329642,0.00004767282,0.00002950312,0.0001446823,0.000007327292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006904187,"about_ca_system_score_gemma":0.00002120575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000224467,"about_ca_topic_score_gemma":0.00003879843,"domain_scores_codex":[0.9992067,0.0000250852,0.000278036,0.0001451821,0.0001481189,0.0001968578],"domain_scores_gemma":[0.9994373,0.0002792376,0.00005130567,0.0001526632,0.00004796318,0.00003157488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002317696,0.0001692201,0.01014467,0.001068582,0.0002595319,0.00002540907,0.002517954,0.05337716,0.9241155,0.0003535109,0.0004306406,0.007306045],"study_design_scores_gemma":[0.00101112,0.0002331233,0.01546976,0.0009864361,0.00008390147,0.000002058031,0.0001995618,0.00691137,0.9745031,0.0002306602,0.00009150699,0.0002774205],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995503,0.00009212996,0.00130731,0.0000170929,0.0001325488,0.0002241974,0.00001300385,0.00006128094,0.002649417],"genre_scores_gemma":[0.9975212,0.000002452343,0.002198122,0.000006030157,0.00000780381,0.00002761486,0.00001271809,0.00001869578,0.0002054092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05038757,"threshold_uncertainty_score":0.5401176,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411366665","doi":"10.3390/fib13060081","title":"Harnessing the Unique Nature of Evanescent Waves: Optimizing FOEW LSPR Sensors with Absorption-Focused Nanoparticle Design","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"University of Waterloo; Government of Canada; CMC Microsystems","keywords":"Evanescent wave; Materials science; Nanotechnology; Absorption (acoustics); Nanoparticle; Optoelectronics; Optics; Physics","authors":[{"name":"Omar Awad","is_ca":true},{"name":"AbdulRahman Ghannoum","is_ca":false},{"name":"Patricia Nieva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008888017180113167,"gpt":0.21972589671638,"spread":0.2108378795362668,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015459,0.0001264853,0.0001523126,0.00004671004,0.0000729064,0.00003523526,0.0001426003,0.00009926408,0.00002156559],"category_scores_gemma":[0.00002217239,0.00008311371,0.00004122388,0.0002925401,0.00007272339,0.00009314482,0.00001957615,0.0002434778,0.000006650914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000540077,"about_ca_system_score_gemma":0.00004178212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001143634,"about_ca_topic_score_gemma":0.000007612719,"domain_scores_codex":[0.9993229,0.00004061768,0.0001654779,0.0001302877,0.0001269788,0.0002137201],"domain_scores_gemma":[0.999492,0.000175903,0.00002918173,0.0002208985,0.00004012775,0.00004184231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001466243,0.00005337057,0.0002391886,0.000486217,0.000294269,0.0000214117,0.001850104,0.8930106,0.0936947,0.006524784,0.001100417,0.00257831],"study_design_scores_gemma":[0.0006515804,0.00004991544,0.00107689,0.0006207525,0.0001030889,0.000005811716,0.0005835903,0.4510825,0.5433396,0.0004526634,0.001775311,0.0002583456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562188,0.001320677,0.03213396,0.0008208349,0.0003302668,0.0005135362,0.00000568601,0.000307419,0.008348861],"genre_scores_gemma":[0.9857997,0.00003638255,0.01382463,0.0001258415,0.00001250364,0.00001302631,0.000001642355,0.0000182673,0.0001679794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4496449,"threshold_uncertainty_score":0.3389279,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411961023","doi":"10.3390/fib13070090","title":"Recycling Particleboard by Acid Hydrolysis: Effects on the Physical, Thermal, and Chemical Characteristics of Recycled Wood Particles","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère des Ressources Naturelles et de la Faune; FPInnovations; Université Laval","keywords":"Hydrolysis; Thermal; Materials science; Waste management; Pulp and paper industry; Composite material; Chemical engineering; Environmental science; Chemistry; Organic chemistry; Engineering; Physics; Meteorology","authors":[{"name":"Gustavo Rodríguez","is_ca":true},{"name":"R. Á. Garcia","is_ca":true},{"name":"Alain Cloutier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005263651486816094,"gpt":0.2179294868015601,"spread":0.212665835314744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000204452,0.0001172854,0.000172584,0.00001699586,0.0000799542,0.00003094621,0.0002306843,0.00004009302,0.00002013131],"category_scores_gemma":[0.000114433,0.0000812828,0.00005420619,0.000169225,0.0001663548,0.00005160856,0.0001893047,0.00009686584,0.00001601542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002497494,"about_ca_system_score_gemma":0.000001887843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001933514,"about_ca_topic_score_gemma":4.320877e-7,"domain_scores_codex":[0.9991761,0.00008349757,0.0001679678,0.0002300879,0.0001588907,0.0001833997],"domain_scores_gemma":[0.9992613,0.0002567644,0.00008293959,0.0003565627,0.000003215791,0.00003928707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005494334,0.0001274601,0.005719861,0.00002771292,0.00005191636,0.000001271069,0.0002860111,0.000008199473,0.8276199,0.0001851842,0.01000358,0.155914],"study_design_scores_gemma":[0.0002176247,0.00008135222,0.008666241,0.0001008484,0.00006888245,1.32466e-7,0.00005455768,0.002666324,0.9840173,0.002269264,0.001732793,0.0001246805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950394,0.00003212209,0.00007688614,0.001750606,0.00003164846,0.0001591371,0.000002345859,0.0000669888,0.002840837],"genre_scores_gemma":[0.9989681,0.00003625019,0.0002361636,0.0005432177,0.00001758584,0.00003882676,0.000001977563,0.000008802644,0.0001491039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1563975,"threshold_uncertainty_score":0.3314616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411379379","doi":"10.3390/fib13060080","title":"Experimental Investigation of the Behaviour of Short-Span FRP-Reinforced Glulam Beams with Hoops and Tension Anchoring","year":2025,"lang":"en","type":"article","venue":"Fibers","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Anchoring; Fibre-reinforced plastic; Structural engineering; Span (engineering); Tension (geology); Materials science; Reinforced concrete; Composite material; Engineering; Ultimate tensile strength","authors":[{"name":"Herry Chen","is_ca":true},{"name":"Yannick Vetter","is_ca":true},{"name":"Catherine Shrimpton","is_ca":true},{"name":"Daniel Lacroix","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00908410717847028,"gpt":0.2153436109444207,"spread":0.2062595037659504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000324482,0.0001224269,0.0001527406,0.00006380206,0.00003716773,0.00000935727,0.0001058574,0.00006195414,0.000006698812],"category_scores_gemma":[0.000006427402,0.00009068188,0.00003851724,0.0001759858,0.0001107476,0.0001106952,0.00004673523,0.00009961025,2.002539e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004378003,"about_ca_system_score_gemma":0.00001779027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007042204,"about_ca_topic_score_gemma":0.000001045707,"domain_scores_codex":[0.9994216,0.000007131128,0.0001958114,0.0001030612,0.0001525075,0.0001199125],"domain_scores_gemma":[0.999661,0.0000168314,0.00004086405,0.0002098449,0.00003474324,0.00003668674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001688078,1.882063e-7,0.02861515,0.00005283068,0.00002950898,8.271336e-7,0.000785051,0.009737249,0.9597036,0.0001731659,0.00005703212,0.0008285555],"study_design_scores_gemma":[0.0002495102,0.000044434,0.07352929,0.0001576444,0.00004201151,0.000003336085,0.0003651434,0.003764418,0.9217351,0.000005244347,0.00000895297,0.00009490893],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989302,0.0001090874,0.0001999643,0.00001280174,0.0001547792,0.0002093613,0.000004599893,0.00005459646,0.0003246246],"genre_scores_gemma":[0.9987193,0.000003431217,0.001126482,0.00001109472,0.00001026088,0.000009137892,0.000007164848,0.00001310283,0.0001000363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04491414,"threshold_uncertainty_score":0.36979,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}