{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"7c927f64f06b","filters":{"venue":"Future Batteries"}},"results":[{"id":"W4410708171","doi":"10.1016/j.fub.2025.100082","title":"Performance optimization of high energy density aluminum-air batteries: Effects of operational parameters and electrolyte composition","year":2025,"lang":"en","type":"article","venue":"Future Batteries","topic":"Advancements in Battery Materials","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":"University of Waterloo","funders":"","keywords":"Electrolyte; Energy density; Composition (language); Materials science; Aluminium; Chemical engineering; Process engineering; Environmental science; Chemistry; Metallurgy; Engineering physics; Engineering; Electrode","authors":[{"name":"Yasmin Shabeer","is_ca":true},{"name":"Seyed Saeed Madani","is_ca":true},{"name":"Satyam Panchal","is_ca":true},{"name":"Michael Fowler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00237018937360466,"gpt":0.1837253737402836,"spread":0.1813551843666789,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004696159,0.0001668864,0.0002897336,0.0001006654,0.00006110619,0.00001694796,0.00008345961,0.00007376835,0.00002916216],"category_scores_gemma":[0.00000713702,0.0001691665,0.00001831041,0.0001101756,0.0001053507,0.0002828503,0.00004298559,0.00004676875,4.995644e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003519446,"about_ca_system_score_gemma":0.00001178002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000902417,"about_ca_topic_score_gemma":0.000002218065,"domain_scores_codex":[0.9992653,0.00003728706,0.0002946576,0.0001506884,0.0001125873,0.0001395236],"domain_scores_gemma":[0.9996205,0.00006415393,0.00007046953,0.0001648202,0.00006157558,0.00001850425],"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":[0.0003827932,0.00008262272,0.004742264,0.003668055,0.0003398045,0.000003922176,0.0006551269,0.3320242,0.6473967,0.004445668,0.002639798,0.003619107],"study_design_scores_gemma":[0.000512493,0.0001269426,0.01580121,0.0002229138,0.00005256944,0.000005802121,0.00003093222,0.004901336,0.9777405,0.000195023,0.0002150667,0.0001951727],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8950499,0.0001225828,0.1034568,0.0002143094,0.0008853454,0.0001316139,0.0000227485,0.00005562276,0.00006107161],"genre_scores_gemma":[0.9878406,0.0001977754,0.01138175,0.0003121018,0.00007980946,0.00003667425,0.000105784,0.00001655465,0.00002892839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3303438,"threshold_uncertainty_score":0.6898409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413682566","doi":"10.1016/j.fub.2025.100103","title":"Advanced regenerative braking system for EVs: Leveraging BLDC‑supercapacitor technologies for optimized energy recovery, economic viability, and maintenance strategies","year":2025,"lang":"en","type":"article","venue":"Future Batteries","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Regenerative brake; Supercapacitor; Automotive engineering; Computer science; Engineering; Chemistry; Brake","authors":[{"name":"Nasif Hannan","is_ca":false},{"name":"Sowrov Komar Shib","is_ca":false},{"name":"Abu Shufian","is_ca":false},{"name":"Md Ashikul Islam","is_ca":false},{"name":"Shambhavi Sharan","is_ca":false},{"name":"Anik Das Gupta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00510742880924156,"gpt":0.205632333704462,"spread":0.2005249048952204,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001301094,0.000318261,0.0004804626,0.000197623,0.0002574138,0.0001902525,0.0002676251,0.0002150622,0.000001819994],"category_scores_gemma":[0.00005356693,0.0002949711,0.0000962691,0.0001230232,0.0001469732,0.0004555665,0.00008013806,0.0001444312,4.792118e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002843251,"about_ca_system_score_gemma":0.00006007614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001156832,"about_ca_topic_score_gemma":0.00004953755,"domain_scores_codex":[0.9987637,0.00001502236,0.0003351634,0.0004132473,0.00004816425,0.0004247062],"domain_scores_gemma":[0.9992828,0.0002443647,0.00006290508,0.0003232065,0.00006882974,0.00001790599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0010675,0.00003549986,0.0004542601,0.00529717,0.0009577848,0.000008855573,0.0008937109,0.04590285,0.04684312,0.5245339,0.03320688,0.3407985],"study_design_scores_gemma":[0.00503512,0.0006971137,0.0002829781,0.001186243,0.0002148222,0.00006534534,0.06223659,0.09425348,0.6369933,0.05922318,0.1377276,0.00208424],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2816684,0.008812422,0.6925429,0.004049766,0.003340968,0.001600021,0.0003046332,0.006225733,0.001455155],"genre_scores_gemma":[0.9668076,0.0006146299,0.03099943,0.00004093617,0.0002064993,0.001028168,0.00001986091,0.0000421956,0.0002406755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6851392,"threshold_uncertainty_score":0.9999502,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412438922","doi":"10.1016/j.fub.2025.100092","title":"A tert-butyl functionalized quinone as active material for rechargeable aqueous zinc-ion batteries exhibiting high round-trip efficiency","year":2025,"lang":"en","type":"article","venue":"Future Batteries","topic":"Advanced battery technologies research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"MEG-3 (Canada); McMaster University","funders":"","keywords":"Aqueous solution; Zinc; Quinone; Ion; Materials science; Inorganic chemistry; Chemistry; Metallurgy; Organic chemistry","authors":[{"name":"Alejandra Ibarra Espinoza","is_ca":true},{"name":"Thomas James Baker","is_ca":true},{"name":"Storm Gourley","is_ca":true},{"name":"Caio M. Miliante","is_ca":true},{"name":"Kevin J. Sanders","is_ca":true},{"name":"Gillian R. Goward","is_ca":true},{"name":"Oleg Rubel","is_ca":true},{"name":"Brian D. Adams","is_ca":true},{"name":"Drew Higgins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009588300521701386,"gpt":0.2552360906326258,"spread":0.2456477901109244,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002216194,0.0005063969,0.0005786234,0.000442208,0.0005003761,0.000281824,0.0005066853,0.0003307561,0.001168789],"category_scores_gemma":[0.0002116868,0.0004884162,0.0001242467,0.0005880981,0.000194906,0.0006236747,0.0002817122,0.000428855,0.00006779046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004130782,"about_ca_system_score_gemma":0.00008022126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007298496,"about_ca_topic_score_gemma":0.00004154332,"domain_scores_codex":[0.9975078,0.00007361815,0.0005358348,0.0006550507,0.0003589427,0.0008687302],"domain_scores_gemma":[0.9987592,0.0002640458,0.00009826877,0.0006277951,0.0001817226,0.00006899423],"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":[0.005411732,0.0006316099,0.0008936366,0.002271342,0.0009205228,0.0001766871,0.002477932,0.003354295,0.7607807,0.005514493,0.0531804,0.1643867],"study_design_scores_gemma":[0.003865966,0.001169294,0.001591005,0.0004095178,0.00012452,0.00008077502,0.008127368,0.0009191551,0.682491,0.009312275,0.2904173,0.001491818],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490668,0.0003712207,0.03603112,0.002957519,0.005724281,0.001759392,0.0004364969,0.002171519,0.001481635],"genre_scores_gemma":[0.9878996,0.0001157892,0.004214325,0.0003976533,0.001347272,0.0016019,0.0003535002,0.0001353456,0.003934606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2372369,"threshold_uncertainty_score":0.9997568,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407356816","doi":"10.1016/j.fub.2025.100045","title":"Uncovering the role of atmosphere on thermal stability of NASICON type solid electrolytes and oxide-based cathode materials via high temperature X-ray diffraction","year":2025,"lang":"en","type":"article","venue":"Future Batteries","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; Hydro-Québec","funders":"","keywords":"Fast ion conductor; Materials science; Thermal stability; Cathode; Electrolyte; Oxide; Diffraction; Atmosphere (unit); Solid solution; Chemical engineering; Analytical Chemistry (journal); Electrode; Chemistry; Physical chemistry; Metallurgy; Thermodynamics; Optics; Organic chemistry","authors":[{"name":"Wen Zhu","is_ca":true},{"name":"Andrea Paolella","is_ca":false},{"name":"Sylvio Savoie","is_ca":true},{"name":"G. Girard","is_ca":true},{"name":"Abdelbast Guerfi","is_ca":true},{"name":"Ashok K. Vijh","is_ca":true},{"name":"Chisu Kim","is_ca":true},{"name":"Karim Zaghib","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002693271855607637,"gpt":0.1912931576731521,"spread":0.1885998858175445,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008777063,0.0001895977,0.0003235876,0.0000222509,0.00006532421,0.00003297811,0.0001252729,0.0001422869,0.00006024777],"category_scores_gemma":[0.00002503879,0.0001290964,0.00002482359,0.0001290627,0.00009975507,0.0001061566,0.00003802458,0.0001231775,6.410585e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002971349,"about_ca_system_score_gemma":0.00001431424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002791146,"about_ca_topic_score_gemma":0.00001615941,"domain_scores_codex":[0.9993088,0.00003894874,0.0002478787,0.0001591607,0.0000830541,0.0001621532],"domain_scores_gemma":[0.9994704,0.00009008291,0.00008023469,0.0003021197,0.00004689195,0.00001028408],"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":[0.0001753421,0.00001746237,0.0009099168,0.0002205612,0.00004409673,4.502781e-7,0.00007296679,0.007241284,0.9889162,0.0002616052,0.00001855297,0.002121567],"study_design_scores_gemma":[0.0001364019,0.00008628866,0.03859914,0.00006577142,0.00002861314,4.878041e-7,0.0002559035,0.00007335676,0.9596354,0.0006144657,0.0003973696,0.0001068325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998234,0.0004857895,0.00007362558,0.0002307546,0.0005550658,0.0001658802,0.00006604058,0.0001511864,0.0000375994],"genre_scores_gemma":[0.9993654,0.00006155014,0.00036729,0.00006972523,0.00007120059,0.00002236594,0.00001767357,0.00001985322,0.000004944922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03768922,"threshold_uncertainty_score":0.5264399,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412067180","doi":"10.1016/j.fub.2025.100090","title":"Understanding property variability of lithium-ion cells in multi-cell battery packs","year":2025,"lang":"en","type":"article","venue":"Future Batteries","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"NGC Aerospace (Canada); Université de Sherbrooke","funders":"Mitacs; Canada Research Chairs","keywords":"Property (philosophy); Lithium (medication); Battery (electricity); Lithium-ion battery; Ion; Materials science; Computer science; Engineering physics; Chemistry; Engineering; Physics; Medicine; Internal medicine; Thermodynamics; Philosophy","authors":[{"name":"Félix-A. LeBel","is_ca":true},{"name":"Simon Campeau","is_ca":true},{"name":"Mathieu Blanchard","is_ca":true},{"name":"Pascal Messier","is_ca":true},{"name":"João Pedro F. Trovão","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03631726503536015,"gpt":0.2593501385174481,"spread":0.2230328734820879,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002693367,0.0002265501,0.0003261653,0.0003078762,0.0000517828,0.00003089375,0.0003444424,0.0002370667,0.00008351966],"category_scores_gemma":[0.00005735607,0.000175678,0.00005325224,0.0005507608,0.0001889269,0.000227062,0.0001921271,0.0004980406,0.00001060569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003723367,"about_ca_system_score_gemma":0.00003269887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001094842,"about_ca_topic_score_gemma":0.00003655414,"domain_scores_codex":[0.9986852,0.00007165404,0.0003748754,0.0003036799,0.0001665008,0.000398118],"domain_scores_gemma":[0.9992089,0.0001492459,0.00003794438,0.0005322436,0.0000406528,0.00003099673],"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":[0.0001558375,0.0003844722,0.05944609,0.004530324,0.00009032917,0.0000447165,0.001547508,0.01135743,0.8933598,0.0008236267,0.02228275,0.005977139],"study_design_scores_gemma":[0.001697343,0.0001121894,0.01193368,0.0004790898,0.00001997886,0.000003323765,0.004711495,0.009190788,0.9354174,0.002830246,0.0328688,0.0007356343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3602079,0.0005828033,0.6137941,0.003312916,0.003709935,0.001456399,0.0001388379,0.001365099,0.01543192],"genre_scores_gemma":[0.9934799,0.0001407442,0.005482803,0.0000775472,0.00005499532,0.00005173189,0.000008951572,0.00003011639,0.0006732225],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.633272,"threshold_uncertainty_score":0.7163943,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414438280","doi":"10.1016/j.fub.2025.100112","title":"Optimizing multilayer graphite-silicon anodes: A computational approach to enhancing lithium-Ion battery performance","year":2025,"lang":"en","type":"article","venue":"Future Batteries","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"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":"Anode; Graphite; Electrolyte; Battery (electricity); Cathode; Silicon; Composite number; Electrochemistry","authors":[{"name":"J. Carretero Rubio","is_ca":true},{"name":"Martin Bolduc","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008454140678844691,"gpt":0.2278244289493257,"spread":0.219370288270481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000162072,0.0003552803,0.0003668478,0.0003214419,0.0001949666,0.0001311095,0.0002699438,0.0001210589,0.00008734487],"category_scores_gemma":[0.00001405737,0.0003605849,0.00004807865,0.0003626998,0.00005484913,0.0004799171,0.0001262188,0.0001842554,0.00005591762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070166,"about_ca_system_score_gemma":0.00001912901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002005123,"about_ca_topic_score_gemma":0.000001823043,"domain_scores_codex":[0.998448,0.00003801374,0.0004678161,0.0003978946,0.0002182825,0.0004299497],"domain_scores_gemma":[0.9994137,0.00005908234,0.00005141575,0.0003413509,0.00006593046,0.00006850838],"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":[0.0001131693,0.00008435229,0.002309383,0.001475228,0.0001455789,0.0000041283,0.004509446,0.724475,0.2526859,0.0004773008,0.00980046,0.003920038],"study_design_scores_gemma":[0.003538857,0.000308195,0.06454886,0.002499977,0.0002090148,0.0000755293,0.005274591,0.1038174,0.6710833,0.0009043739,0.1434873,0.004252628],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7794828,0.0002159155,0.2131198,0.0004394479,0.0033088,0.0004256048,0.00003777573,0.0005128774,0.00245694],"genre_scores_gemma":[0.9376297,0.00003019648,0.05910967,0.0019458,0.0006260194,0.0001985536,0.00008649661,0.00005947677,0.000314112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6206576,"threshold_uncertainty_score":0.9998846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}