{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"a9b494de476e","filters":{"venue":"Advances in electrochemical science and engineering"}},"results":[{"id":"W2593179998","doi":"10.1002/9783527340934.ch3","title":"Direct Growth of One‐, Two‐, and Three‐Dimensional Nanostructured Materials at Electrode Surfaces","year":2017,"lang":"en","type":"other","venue":"Advances in electrochemical science and engineering","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Nanomaterials; Materials science; Nanotechnology; Nanorod; Graphene; Anodizing; Substrate (aquarium); Titanium dioxide; Nanowire; Electrode; Oxide; Hydrothermal circulation; Chemical engineering; Chemistry; Composite material; Metallurgy","authors":[{"name":"Sapanbir S. Thind","is_ca":true},{"name":"Aicheng Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003464453320546857,"gpt":0.209792442899535,"spread":0.2063279895789882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007137904,0.0003778331,0.0002131776,0.0002460986,0.0001832935,0.000579367,0.0002925824,0.0003603392,0.002787295],"category_scores_gemma":[0.000124033,0.0002614669,0.0003509051,0.0002133254,0.0001341766,0.000503865,0.000363339,0.0003762401,0.001402048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613921,"about_ca_system_score_gemma":0.000197051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001784878,"about_ca_topic_score_gemma":0.000879114,"domain_scores_codex":[0.9999145,0.000003382534,0.000005075984,0.00002183446,0.0000441484,0.00001097937],"domain_scores_gemma":[0.9999706,0.000010096,0.000005172772,0.000004779084,0.000006141793,0.000003238572],"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":[0.00001176049,0.00002065196,0.0001334932,0.000443848,0.000007829274,0.0001209735,0.00005035735,0.0004747604,0.9660755,0.003801908,0.001138255,0.02772071],"study_design_scores_gemma":[0.000005482089,0.00004911449,0.0004738624,0.00003690889,0.00001028275,0.0001867572,0.00003063785,0.002218895,0.9631058,0.0005696102,0.03330353,0.000009052283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5127246,0.0535429,0.1332133,0.001282041,0.001978508,0.0004890952,0.002802175,0.001721953,0.2922454],"genre_scores_gemma":[0.7231094,0.04170054,0.1437263,0.0005557471,0.000176348,0.000495413,0.002020744,0.00034679,0.08786865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002787295,"threshold_uncertainty_score":0.009324431,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2592277586","doi":"10.1002/9783527340934.ch7","title":"Surface Spectroscopy of Nanomaterials for Detection of Diseases","year":2017,"lang":"en","type":"other","venue":"Advances in electrochemical science and engineering","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Nanotechnology; Plasmon; Miniaturization; Surface-enhanced Raman spectroscopy; Nanomaterials; Raman scattering; Materials science; Biomolecule; Surface plasmon resonance; Nanostructure; Raman spectroscopy; Nanoparticle; Optoelectronics; Physics; Optics","authors":[{"name":"Jean‐François Masson","is_ca":true},{"name":"Kristy S. McKeating","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004598153373662619,"gpt":0.2454744548960773,"spread":0.2408763015224147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004425968,0.0009269516,0.000431947,0.0009802291,0.0002510879,0.0008277686,0.0005486989,0.001035563,0.005452064],"category_scores_gemma":[0.0003268291,0.0002612501,0.0004420179,0.0004544428,0.0003481836,0.0006642625,0.000693579,0.000776249,0.003740037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905309,"about_ca_system_score_gemma":0.0002819421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002132579,"about_ca_topic_score_gemma":0.0004569555,"domain_scores_codex":[0.9995874,0.00006000838,0.00001295932,0.00007676442,0.0002236192,0.00003923286],"domain_scores_gemma":[0.9999175,0.00002628404,0.00001063343,0.000008282364,0.00002837815,0.000008973972],"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":[0.0000719894,0.00008137569,0.0004683446,0.001608569,0.00005764466,0.0002975878,0.0001433545,0.0007768897,0.8093293,0.01668683,0.01562356,0.1548545],"study_design_scores_gemma":[0.00001416554,0.0001727137,0.0009367691,0.0001816093,0.00003810395,0.001028922,0.00009288584,0.00484806,0.7496617,0.004773981,0.2382198,0.00003132517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09230972,0.2991592,0.3210754,0.006020772,0.005177525,0.0006271441,0.001753969,0.003358066,0.2705183],"genre_scores_gemma":[0.4282847,0.1837258,0.2037788,0.003966237,0.001546327,0.0006832833,0.00241759,0.0005826518,0.1750146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005452064,"threshold_uncertainty_score":0.01823896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237273733","doi":"10.1002/9783527697489.fmatter","title":"Front Matter","year":2015,"lang":"en","type":"paratext","venue":"Advances in electrochemical science and engineering","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Title page; Table of contents; Front page; Series (stratigraphy); Computer science; Information retrieval; Library science; World Wide Web; Media studies; Sociology; Geology; Paleontology","authors":[{"name":"Richard C. Alkire","is_ca":true},{"name":"Philip N. Bartlett","is_ca":false},{"name":"Jacek Lipkowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01056826779791768,"gpt":0.2068518066101489,"spread":0.1962835388122313,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004824306,0.001025022,0.0009384901,0.001566811,0.001357862,0.007614991,0.0009535945,0.002295876,0.9323341],"category_scores_gemma":[0.002046223,0.000390727,0.0005910813,0.001234931,0.0006029765,0.002447148,0.001777047,0.001790204,0.9349111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008948581,"about_ca_system_score_gemma":0.00141989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009587954,"about_ca_topic_score_gemma":0.002119788,"domain_scores_codex":[0.9995184,0.00002180097,0.00002158075,0.0001554308,0.0002061807,0.00007664829],"domain_scores_gemma":[0.9984486,0.0001746166,0.00006399309,0.0001968351,0.0004997167,0.000616218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000436297,0.00004868642,0.0001731536,0.000151605,0.000004658399,0.00005339468,0.00002339833,0.00005050045,0.0009686986,0.003952164,0.825707,0.1688231],"study_design_scores_gemma":[0.000006814345,0.00001434403,0.0003018557,0.00004879083,0.000001504419,0.00003380545,0.00002339046,0.00004494433,0.00017281,0.000753988,0.9985943,0.000003411593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004582709,0.0007634047,0.0007073394,0.002591497,0.008858316,0.00006911591,0.002412006,0.00126479,0.9828752],"genre_scores_gemma":[0.0007728016,0.0003355623,0.0001592375,0.000529239,0.0005487295,0.00001588959,0.0006764418,0.0002102334,0.9967519],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06766587,"threshold_uncertainty_score":0.09651715,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246966123","doi":"10.1002/9783527697489.index","title":"Index","year":2015,"lang":"en","type":"paratext","venue":"Advances in electrochemical science and engineering","topic":"Molecular Junctions and Nanostructures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Index (typography); Library science; Engineering physics; Humanities; Engineering; Art; Computer science","authors":[{"name":"Richard C. Alkire","is_ca":true},{"name":"Philip N. Bartlett","is_ca":false},{"name":"Jacek Lipkowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002629653225367666,"gpt":0.2136206707648878,"spread":0.2109910175395201,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002808912,0.0008519645,0.0007598639,0.002221962,0.00103223,0.002769635,0.0009153041,0.000960605,0.6957005],"category_scores_gemma":[0.001487673,0.0001713489,0.0002393557,0.002168999,0.0003505046,0.002429214,0.001532499,0.0009323308,0.5728772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008897264,"about_ca_system_score_gemma":0.0006203218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470164,"about_ca_topic_score_gemma":0.003985248,"domain_scores_codex":[0.9997047,0.00002631622,0.00001268061,0.00004737832,0.0001756754,0.00003329421],"domain_scores_gemma":[0.9995584,0.00007183362,0.00002270136,0.00006362552,0.0001566468,0.0001266623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002849204,0.00004126516,0.000112907,0.0001825773,0.000002682476,0.00003586376,0.0000228104,0.0001737454,0.0008013464,0.007445712,0.8350083,0.1561443],"study_design_scores_gemma":[0.000005095689,0.00001616094,0.0002039521,0.0001023843,0.000002783325,0.00003850687,0.00002999979,0.0003189333,0.0004581676,0.003521379,0.9952981,0.000004509018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005844337,0.001304226,0.00280814,0.0008434599,0.00444776,0.00009956851,0.001956485,0.000844015,0.9871119],"genre_scores_gemma":[0.002280613,0.000855521,0.000592935,0.0003025301,0.0005181374,0.00004546908,0.001132652,0.000210228,0.994062],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6957005,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2594272830","doi":"10.1002/9783527340934.ch4","title":"One‐Dimensional<scp>Pt</scp>Nanostructures for Polymer Electrolyte Membrane Fuel Cells","year":2017,"lang":"en","type":"other","venue":"Advances in electrochemical science and engineering","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Nanowire; Electrolyte; Nanostructure; Anode; Materials science; Membrane; Polymer; Nanotechnology; Platinum; Chemical engineering; Proton exchange membrane fuel cell; Fuel cells; Carbon nanotube; Electrode; Catalysis; Chemistry; Composite material; Physical chemistry; Organic chemistry","authors":[{"name":"Gaixia Zhang","is_ca":true},{"name":"Shuhui Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003173411667036852,"gpt":0.2077502068251729,"spread":0.2045767951581361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005001869,0.0003679563,0.0002022077,0.0004140469,0.000247739,0.0005001747,0.0002949959,0.0004653049,0.008404564],"category_scores_gemma":[0.00006861543,0.0001558215,0.0002312256,0.0004217757,0.0001352379,0.0005382123,0.0003455183,0.0003595791,0.003504026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004800208,"about_ca_system_score_gemma":0.0002335091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003364293,"about_ca_topic_score_gemma":0.0009405723,"domain_scores_codex":[0.9999422,0.000002615533,0.00000284361,0.000009827316,0.00003671837,0.000005852661],"domain_scores_gemma":[0.99999,0.000001867317,0.000001637872,0.000001912674,0.000002849116,0.000001684845],"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":[0.00005934514,0.0001006322,0.0001816756,0.001841073,0.00001660163,0.0003343448,0.00009658432,0.003700797,0.6178993,0.04160947,0.01827901,0.3158811],"study_design_scores_gemma":[0.0000138751,0.0000941922,0.0007092079,0.0001603826,0.00001747329,0.0006863326,0.00004571099,0.008073154,0.6263722,0.01015469,0.3536465,0.00002627855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1802744,0.1380871,0.06878918,0.003016773,0.001652279,0.0002050598,0.002035712,0.002278409,0.6036612],"genre_scores_gemma":[0.606822,0.118238,0.05661445,0.0006133742,0.0003458241,0.0002173316,0.001938373,0.0004799608,0.2147306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008404564,"threshold_uncertainty_score":0.02811605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}