{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":24,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":24,"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":"a87670f5309e","filters":{"venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)"}},"results":[{"id":"W2511612828","doi":"10.1108/mf-10-2015-0282","title":"Returns to buying upward revision and selling downward revision: some preliminary evidence from Canada.","year":2016,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Earnings; Stock (firearms); Portfolio; Equity (law); Economics; Financial economics; Excess return; Post-earnings-announcement drift; Business; Earnings per share; Accounting","authors":[{"name":"Tony Chieh‐Tse Hou","is_ca":false},{"name":"Phillip J. McKnight","is_ca":false},{"name":"Charlie Weir","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03972668031262695,"gpt":0.2365988904095054,"spread":0.1968722100968784,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003913154,0.000426244,0.0006836049,0.000480403,0.001927222,0.0004652782,0.002176359,0.0002336178,0.0004208382],"category_scores_gemma":[0.0002114539,0.0004503499,0.0001470125,0.0007037426,0.0002979297,0.006672123,0.003236364,0.0002482428,0.00006601079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002820306,"about_ca_system_score_gemma":0.0007636024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2228306,"about_ca_topic_score_gemma":0.03239829,"domain_scores_codex":[0.9972181,0.0001227369,0.0005515823,0.001362202,0.0002374766,0.0005079449],"domain_scores_gemma":[0.9978489,0.0002760946,0.0005429635,0.0006774744,0.0001840748,0.0004704687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006159326,0.0003242393,0.1445648,0.0003331037,0.0004550079,0.004281668,0.0007299986,0.002662771,0.001838383,0.8019336,0.02625438,0.0104627],"study_design_scores_gemma":[0.001444493,0.0002011431,0.0517545,0.001631417,0.00007784309,0.00004417407,0.0002318896,0.0002530635,0.0007748955,0.001421883,0.9411377,0.001027048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898627,0.003010026,0.004703626,0.003720907,0.001639962,0.001287114,0.0004803096,0.0001143641,0.09518106],"genre_scores_gemma":[0.9648259,0.004877768,0.001762643,0.0005916492,0.0002134499,0.000001165248,0.00004491688,0.00002966649,0.02765283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9148833,"threshold_uncertainty_score":0.9997948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7018389789","doi":"","title":"From a Covid-19 pandemic to war?","year":2022,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Pandemic; Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Access to medicines; 2019-20 coronavirus outbreak","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04529820056315633,"gpt":0.3085978563315561,"spread":0.2632996557683998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.000645411,0.001969374,0.002055845,0.006166541,0.006187313,0.0008523156,0.01710995,0.001434174,0.05017559],"category_scores_gemma":[0.0003328935,0.002641202,0.0009196384,0.006313972,0.001378932,0.003871594,0.02989375,0.001940032,0.003325942],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.03429052,"about_ca_system_score_gemma":0.007210087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1694824,"about_ca_topic_score_gemma":0.06021975,"domain_scores_codex":[0.9890135,0.001654326,0.0008318619,0.004488549,0.002385128,0.001626614],"domain_scores_gemma":[0.991254,0.0005211158,0.001709384,0.003113869,0.0003746953,0.003026877],"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":[0.004738274,0.001000749,0.02306107,0.0001743363,0.001884633,0.01969865,0.0005884861,0.008025683,0.0009830765,0.01852248,0.9209551,0.0003674952],"study_design_scores_gemma":[0.004944444,0.0001693345,0.0008692641,0.0003113225,0.0009649396,0.0004966978,0.001038416,0.00008797506,0.00007144207,0.00007345324,0.9879873,0.002985382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005666248,0.0004078893,0.001863384,0.0006054657,0.002843182,0.003826965,0.0065713,0.001959727,0.9762558],"genre_scores_gemma":[0.004267763,0.0004597551,0.001479445,0.001659601,0.0007580179,0.00001420257,0.004839643,0.0009611509,0.9855604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1092626,"threshold_uncertainty_score":0.9998622,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7061441139","doi":"","title":"Proceedings of the 8th International congress on architectural technology (ICAT 2019): architectural technology, facing the renovation and refurbishment challenge.","year":2019,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Thermal Analysis in Power Transmission","field":"Engineering","cited_by":0,"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; Canadian Institute for Theoretical Astrophysics","keywords":"Focus (optics); Theme (computing); Dissemination; Architectural engineer; Architecture; Construction industry","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0070024928955794,"gpt":0.2165116173309705,"spread":0.2095091244353911,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001587594,0.0003452243,0.0003520245,0.0009039399,0.0009426854,0.0001468885,0.003364241,0.0002757146,0.00007503845],"category_scores_gemma":[0.00002587554,0.000275125,0.0001450554,0.001346859,0.0007744228,0.001010815,0.002346359,0.0006769313,0.00001032969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009522592,"about_ca_system_score_gemma":0.0001015811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002590626,"about_ca_topic_score_gemma":0.0002430137,"domain_scores_codex":[0.9982609,0.00004700191,0.0003007473,0.0006032246,0.0004641025,0.0003240771],"domain_scores_gemma":[0.9988053,0.00007316132,0.0003293082,0.0004440503,0.0002592468,0.00008888689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004229657,0.000894561,0.1744806,0.0005962796,0.003446895,0.0004339394,0.001907883,0.1620267,0.1997918,0.4057709,0.003609854,0.04281083],"study_design_scores_gemma":[0.006309838,0.0005103848,0.04621103,0.002011041,0.0006199713,0.001104359,0.00273273,0.01323162,0.1819779,0.001661368,0.741437,0.002192814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9156927,0.0000825498,0.0001543691,0.003395838,0.001017408,0.0007277353,0.00002868618,0.0001678571,0.07873289],"genre_scores_gemma":[0.9830922,0.00009459609,0.0002528221,0.00005183387,0.00003310925,0.000001677404,0.000019412,0.0000200023,0.01643439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7378271,"threshold_uncertainty_score":0.9999701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6985197551","doi":"","title":"Inthrow.","year":2016,"lang":"en","type":"book","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sculpture; Context (archaeology); General partnership; The arts; Plan (archaeology); Architecture; Accommodation; Work (physics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0197141013384873,"gpt":0.2697260386921789,"spread":0.2500119373536916,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["sts","open_science","insufficient_payload"],"category_scores_codex":[0.0009339217,0.001255451,0.001402514,0.001263608,0.00511617,0.001744036,0.01395551,0.001094667,0.01083698],"category_scores_gemma":[0.0001836942,0.001321848,0.000513391,0.0008569233,0.002800534,0.007388203,0.01777347,0.0009390744,0.002502776],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009280731,"about_ca_system_score_gemma":0.005005075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003627548,"about_ca_topic_score_gemma":0.001504893,"domain_scores_codex":[0.992584,0.0008243928,0.0007964612,0.002909315,0.001658485,0.00122729],"domain_scores_gemma":[0.9944033,0.0004564876,0.001573281,0.001977484,0.0007609125,0.0008285557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005451127,0.001024117,0.002789762,0.0009129479,0.0006979675,0.02367712,0.0004773121,0.01054579,0.1206889,0.5685226,0.2625905,0.002621808],"study_design_scores_gemma":[0.001660428,0.0001502645,0.0004480937,0.0008670287,0.0002698897,0.0004142886,0.00004277469,0.000136274,0.006398528,0.000652471,0.987202,0.001757934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008848037,0.0001151417,0.003463834,0.0006022937,0.004632555,0.00131417,0.0005005712,0.0004828773,0.9800406],"genre_scores_gemma":[0.006065859,0.0002716045,0.002049499,0.0002976955,0.0006227674,0.00000235778,0.0002925425,0.0001044096,0.9902933],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7246115,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7082325331","doi":"","title":"Inthrow.","year":2004,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sculpture; Context (archaeology); General partnership; The arts; Plan (archaeology); Architecture; Accommodation; Work (physics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02134300448933824,"gpt":0.2482943353398096,"spread":0.2269513308504714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0002721078,0.0004814696,0.0004655833,0.0004966605,0.003481206,0.0008010438,0.009166647,0.0003440798,0.0002625923],"category_scores_gemma":[0.00008173342,0.0005805483,0.0002656991,0.001892813,0.0006529341,0.007392452,0.01102605,0.0004992802,0.0001519879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002492753,"about_ca_system_score_gemma":0.001330756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004556085,"about_ca_topic_score_gemma":0.001001887,"domain_scores_codex":[0.9967917,0.0001833202,0.0003285159,0.001414445,0.0005971841,0.0006848635],"domain_scores_gemma":[0.9973517,0.0001061895,0.0003682117,0.001203399,0.0004802778,0.0004902068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004358761,0.0006805948,0.004917507,0.00008185858,0.0002575147,0.008908515,0.0003882002,0.04147588,0.004180283,0.9336523,0.003524786,0.00149666],"study_design_scores_gemma":[0.002670615,0.0001025059,0.003737246,0.0001586796,0.00007036061,0.0006658928,0.0002196943,0.0008420394,0.01229223,0.002233108,0.9760466,0.0009610649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04463252,0.00006306661,0.08901749,0.004457465,0.001123071,0.0006083756,0.00001889981,0.0004022228,0.8596769],"genre_scores_gemma":[0.8365372,0.0001193689,0.00873581,0.0005192361,0.0001374476,0.00000129151,0.00007505838,0.00001199905,0.1538626],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9725218,"threshold_uncertainty_score":0.9996646,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7045478237","doi":"","title":"Assessing whole life carbon impacts of retrofitting Canada's 19th and early 20th century homes towards net-zero.","year":2025,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Retrofitting; Greenhouse gas; Baseline (sea); Government (linguistics); Sustainability; Legislation; Climate change; Embodied energy; Payback period","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.009091982216980626,"gpt":0.2444410337946461,"spread":0.2353490515776654,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003223964,0.0004132242,0.0005456335,0.000293138,0.00174136,0.0003666115,0.001818525,0.0002326858,0.0001715405],"category_scores_gemma":[0.000124333,0.000475949,0.0001385125,0.001128409,0.001013687,0.004023607,0.005743092,0.0003882472,0.00000261783],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006646076,"about_ca_system_score_gemma":0.001515041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6883587,"about_ca_topic_score_gemma":0.1400049,"domain_scores_codex":[0.9972196,0.0002858966,0.0003818421,0.0008787335,0.0006475113,0.0005864716],"domain_scores_gemma":[0.9983343,0.0001161816,0.000397279,0.0005599788,0.00007343964,0.0005187824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004793163,0.0002266097,0.987386,0.0001168866,0.0001501021,0.0006425901,0.0001859603,0.00219579,0.003782213,0.001989274,0.0008929943,0.001952293],"study_design_scores_gemma":[0.001446005,0.00007847697,0.8850592,0.0001634178,0.0001467342,0.00002740441,0.001429937,0.0003762201,0.002717612,0.00006138023,0.1079348,0.0005587963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7907822,0.0001256172,0.0001848327,0.0003596396,0.0002987653,0.000450354,0.00002582856,0.00003287178,0.2077399],"genre_scores_gemma":[0.983299,0.0001321094,0.0003461103,0.0001611616,0.00002135869,5.153285e-7,0.00003077388,0.00001482719,0.01599414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5483537,"threshold_uncertainty_score":0.9997692,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7055424976","doi":"","title":"Citizenship information needs in the UK: results of a national survey of the general public by personal doorstep interview.","year":2008,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Citizenship; Government (linguistics); Disadvantage; Information needs; Personally identifiable information; Freedom of information; Quarter (Canadian coin); Welfare","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04879781199584134,"gpt":0.2522892541890275,"spread":0.2034914421931861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006405807,0.000249316,0.0003172815,0.0004930607,0.0008091263,0.0001297007,0.002649292,0.0001753921,0.00003731758],"category_scores_gemma":[0.0001094223,0.0002219267,0.0001584654,0.002268377,0.0005003256,0.002495514,0.001111089,0.000327653,0.000003760786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109845,"about_ca_system_score_gemma":0.000555742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006000814,"about_ca_topic_score_gemma":0.003383961,"domain_scores_codex":[0.9978916,0.0004190789,0.0004752523,0.0002203295,0.0006944133,0.0002993199],"domain_scores_gemma":[0.9985102,0.0001961228,0.0003145862,0.0003495163,0.0005225978,0.0001069143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002046654,0.0007932149,0.8321493,0.0002364893,0.0006715091,0.0002552674,0.00477889,0.05997998,0.005330137,0.04053253,0.05235035,0.0008756444],"study_design_scores_gemma":[0.006825705,0.0001490536,0.8390859,0.0002298793,0.00009993432,0.0003596236,0.001496074,0.03794977,0.005545329,0.00008968113,0.1071097,0.001059363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9196038,0.00004131844,0.0005944656,0.000197382,0.0002913996,0.0003814765,0.0003956444,0.00002895091,0.07846559],"genre_scores_gemma":[0.9971148,0.00008819292,0.00006452071,0.000102539,0.00002264525,9.121682e-7,0.0002532386,0.00000886027,0.002344334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07751098,"threshold_uncertainty_score":0.9071476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7052248354","doi":"","title":"Scottish entrepreneurial networks in the international context.","year":2014,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Duration (music); Entrepreneurship; Social network analysis; Personal network","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01190221460054368,"gpt":0.2205684239668605,"spread":0.2086662093663168,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002573029,0.0003006754,0.0002860693,0.00035844,0.001025049,0.0005659263,0.004220572,0.0001987145,0.0001305012],"category_scores_gemma":[0.00005946292,0.0003318967,0.0001424374,0.0008004697,0.000266965,0.001794072,0.001606743,0.0004226225,0.00005030602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066548,"about_ca_system_score_gemma":0.000157869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002053894,"about_ca_topic_score_gemma":0.005775693,"domain_scores_codex":[0.9982346,0.000158789,0.0002690791,0.0005658707,0.0003938646,0.0003778184],"domain_scores_gemma":[0.9986401,0.0003836803,0.0001299926,0.0005304579,0.0001388122,0.0001769647],"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":[0.0004026752,0.0004698408,0.01755083,0.00002871621,0.0002345426,0.001192638,0.0002247365,0.5461701,0.0007909939,0.4075677,0.02099343,0.004373778],"study_design_scores_gemma":[0.001821207,0.00002873996,0.01005766,0.00008661675,0.00007305612,0.0001122923,0.0001895057,0.06087277,0.0009641106,0.0001709951,0.9251202,0.0005028801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4425042,0.00004094919,0.01219154,0.001028475,0.001865454,0.00077482,0.00007256185,0.0001869295,0.541335],"genre_scores_gemma":[0.9929425,0.000226193,0.0002258413,0.0003049076,0.0002303535,0.000003161538,0.0001773105,0.00001958359,0.005870136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9041267,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7061695330","doi":"","title":"Shadows between worlds: Claire Vionnet and Christelle Becholey Besson. [Podcast]","year":2021,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Dance; Metaphor; Exhibition; Gesture; Choreography; Movement (music)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0230950751735511,"gpt":0.2763973172020226,"spread":0.2533022420284715,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002283055,0.0008647937,0.001044681,0.001226908,0.002251218,0.0008428151,0.003841567,0.0005334058,0.1184843],"category_scores_gemma":[0.00001734116,0.001072093,0.0003618537,0.001406251,0.0008190331,0.0006550323,0.01029885,0.0009516392,0.0000972633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006394098,"about_ca_system_score_gemma":0.001474608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0577141,"about_ca_topic_score_gemma":0.01108067,"domain_scores_codex":[0.9955876,0.0004214583,0.0004540357,0.001832377,0.000918235,0.0007863057],"domain_scores_gemma":[0.9969941,0.0001883315,0.0006357164,0.00112704,0.0003243048,0.0007305089],"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":[0.0008442379,0.001514124,0.1096049,0.0007076709,0.002760265,0.005782506,0.0002729993,0.0002124388,0.000837485,0.08040491,0.7379618,0.05909666],"study_design_scores_gemma":[0.002279488,0.000073512,0.004638402,0.0007442259,0.0003465408,0.0000264714,0.0005110943,0.00008786297,0.0002214299,0.00002591883,0.989949,0.001096081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004149355,0.0004246259,0.0007196247,0.0006157116,0.000545416,0.001474292,0.0005158138,0.0001331972,0.9914219],"genre_scores_gemma":[0.01585748,0.000346846,0.0006721786,0.00007274048,0.0005404969,0.000004135739,0.001607922,0.0001472678,0.9807509],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2519872,"threshold_uncertainty_score":0.9991729,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2245589583","doi":"","title":"Social transport collaborative solutions: developing a social/community transport infrastructure for change funded projects and associated activity around reshaping care for older people (RCOP).","year":2015,"lang":"en","type":"report","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Social change; Public relations; Economic growth; Political science; Economics","authors":[{"name":"Katie Cooper","is_ca":false},{"name":"Andy Grinnall","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1946152957014711,"gpt":0.4174277534750138,"spread":0.2228124577735427,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002049748,0.001251057,0.002289534,0.001115528,0.03243633,0.0002129275,0.002758984,0.002167663,0.00003357769],"category_scores_gemma":[0.0005850109,0.001528922,0.0005783988,0.002057268,0.001008121,0.004186008,0.003322103,0.002449214,0.000002854602],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02855036,"about_ca_system_score_gemma":0.02155988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04995887,"about_ca_topic_score_gemma":0.3635968,"domain_scores_codex":[0.9925199,0.00164776,0.0009342763,0.001772497,0.001587714,0.001537834],"domain_scores_gemma":[0.9867523,0.0009472016,0.002203748,0.0006223737,0.00906488,0.0004095529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01265162,0.002449661,0.4455482,0.03018531,0.01154606,0.001255279,0.3348323,0.0004404296,0.0002893753,0.01892114,0.1374827,0.004397846],"study_design_scores_gemma":[0.007736707,0.0002112217,0.3076194,0.002461939,0.001867992,0.00002873196,0.04818388,0.00005988555,0.00003270664,0.0001493368,0.6296815,0.001966716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6994116,0.001244797,0.009732689,0.003624611,0.006521934,0.0373291,0.01457319,0.001119505,0.2264425],"genre_scores_gemma":[0.9460565,0.0009951267,0.001138079,0.0003477043,0.001336909,0.0003026004,0.005689643,0.0002249769,0.04390842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4921988,"threshold_uncertainty_score":0.9998522,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7082310332","doi":"","title":"Development of an outcome measure to assess performance of physiotherapy cardiorespiratory skills: A Delphi Study","year":2019,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Delphi method; Cardiorespiratory fitness; Delphi; Likert scale; Outcome (game theory); Core (optical fiber); Perception","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.040657507999402,"gpt":0.299896816282184,"spread":0.259239308282782,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.0005090244,0.0006531068,0.001138538,0.001032501,0.0008514225,0.0001850215,0.009026016,0.000454283,0.0001436582],"category_scores_gemma":[0.00003583361,0.0007438973,0.0002537154,0.001534406,0.0002736101,0.002138057,0.006330693,0.0003939437,0.00003029679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136838,"about_ca_system_score_gemma":0.001897425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001973443,"about_ca_topic_score_gemma":0.001478622,"domain_scores_codex":[0.9960582,0.0003575617,0.0005950947,0.00146092,0.001046247,0.0004820221],"domain_scores_gemma":[0.996174,0.00007297865,0.001037868,0.001733237,0.0006306175,0.0003512788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01044384,0.03189747,0.5041196,0.009052864,0.01561376,0.01167887,0.01809397,0.1448603,0.05431665,0.09630547,0.06042181,0.04319534],"study_design_scores_gemma":[0.00249415,0.0003587316,0.01308639,0.0006661642,0.0001468398,0.00004056884,0.0005745079,0.000420964,0.005320324,0.000004328866,0.9756641,0.001222977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.174028,0.00005920649,0.009266236,0.00006120667,0.0009418084,0.00221201,0.00005466204,0.0001995099,0.8131773],"genre_scores_gemma":[0.3585057,0.00003411904,0.01666535,0.0001144948,0.0001178194,0.000004661144,0.00006451159,0.00007820293,0.6244152],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9152423,"threshold_uncertainty_score":0.9995012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7020068883","doi":"","title":"The integration of real-life scenarios in architectural technology pedagogy","year":2025,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidad de Alicante; Canadian Institute for Theoretical Astrophysics","keywords":"Exhibition; Process (computing); Work (physics); Field (mathematics); Publishing; Authentic learning; Architectural technology; Active learning (machine learning)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01390500030061541,"gpt":0.2706650088797498,"spread":0.2567600085791343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001724631,0.0002954401,0.0003633522,0.001173997,0.001199341,0.0001310432,0.002459272,0.0002347754,0.00002945268],"category_scores_gemma":[0.00006107415,0.0002957786,0.0001357649,0.001996591,0.0005617397,0.0009366189,0.00153264,0.0004717624,0.000007785814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267463,"about_ca_system_score_gemma":0.0008238797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911796,"about_ca_topic_score_gemma":0.009487653,"domain_scores_codex":[0.9983792,0.0001736355,0.000353905,0.0004624081,0.000280642,0.0003502154],"domain_scores_gemma":[0.9987959,0.0002875891,0.0001518439,0.0004341479,0.0002170665,0.0001134261],"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":[0.001298076,0.0001692949,0.01341953,0.00008846002,0.0003311813,0.0005652493,0.0003792512,0.4887338,0.006423235,0.4736088,0.001076301,0.01390675],"study_design_scores_gemma":[0.008558149,0.0003920109,0.1690969,0.001387696,0.0004915061,0.0004219391,0.004130015,0.1242675,0.02495168,0.008298613,0.6554003,0.002603644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6240279,0.0002607651,0.05142495,0.001202695,0.0008247961,0.0008875336,0.00002042835,0.0002349243,0.321116],"genre_scores_gemma":[0.985037,0.0002301743,0.0007337561,0.0000551404,0.00002948416,0.000001978605,0.00003891342,0.00001377023,0.01385977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.654324,"threshold_uncertainty_score":0.9999495,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7052109016","doi":"","title":"Proceedings of the 7th International congress on architectural technology (ICAT 2018): architectural technology at the interfaces.","year":2018,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Petroleum Technology Development Fund; Canadian Institute for Theoretical Astrophysics","keywords":"Architectural engineer; Architectural technology; Architectural design; Architecture; Emerging technologies; Core (optical fiber)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01085825190102287,"gpt":0.2316597401114099,"spread":0.220801488210387,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.00009261519,0.0003611609,0.0003186047,0.0007427852,0.00184109,0.0001730114,0.005455157,0.0002831623,0.0001109096],"category_scores_gemma":[0.00007122598,0.0002983961,0.000148998,0.001616052,0.002348414,0.0006734464,0.005056303,0.0005805067,0.00005436796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001450343,"about_ca_system_score_gemma":0.0001627962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003205347,"about_ca_topic_score_gemma":0.001586708,"domain_scores_codex":[0.9982647,0.00003388349,0.0002888193,0.000610948,0.0003959286,0.0004056989],"domain_scores_gemma":[0.9985152,0.0001414575,0.0002766618,0.0005596945,0.000385836,0.0001211477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00259523,0.0009449224,0.0616613,0.0001866188,0.002061113,0.0004503898,0.0008513146,0.07075925,0.1371699,0.6660254,0.04580481,0.01148978],"study_design_scores_gemma":[0.001347774,0.0001375868,0.006556418,0.0002596612,0.0001437817,0.0005692703,0.0003697176,0.003395746,0.2460258,0.0006099544,0.7399688,0.0006154549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8424974,0.00002090266,0.0001649093,0.003383528,0.001473323,0.0006422293,0.0001134014,0.0001787558,0.1515255],"genre_scores_gemma":[0.9739951,0.00004743111,0.000313024,0.00008823002,0.00009024407,0.000004794472,0.00002729234,0.00002338728,0.02541053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.694164,"threshold_uncertainty_score":0.9999468,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7082322733","doi":"","title":"Parkinson's Beats at the World Parkinson's Congress in Barcelona. [Podcast]","year":2023,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Lottery; Class (philosophy); Face (sociological concept); Fell; Sitting; Quarter (Canadian coin)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05542588869695623,"gpt":0.3204375844420377,"spread":0.2650116957450815,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.0004797921,0.001060105,0.001142509,0.002776833,0.003557939,0.0005675462,0.00555637,0.0008265555,0.005114482],"category_scores_gemma":[0.0002606304,0.001132819,0.0005766479,0.00348596,0.001428694,0.002183747,0.00829201,0.00122182,0.0006473145],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008673799,"about_ca_system_score_gemma":0.001396155,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02290106,"about_ca_topic_score_gemma":0.3979326,"domain_scores_codex":[0.9942521,0.0008488445,0.0006781959,0.001870168,0.001352286,0.0009984063],"domain_scores_gemma":[0.9951286,0.001238398,0.001163438,0.001650782,0.0003425305,0.0004762925],"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":[0.001050169,0.0009463333,0.008963273,0.0001968937,0.001031421,0.004714721,0.0001270166,0.001955619,0.00007859187,0.2553711,0.7248973,0.0006675848],"study_design_scores_gemma":[0.002102796,0.00003911459,0.005336428,0.0008576201,0.0004516344,0.0001196324,0.0001840125,0.0003450734,0.0001105953,0.000557913,0.9887,0.001195212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004754212,0.0002125016,0.0007350812,0.001243167,0.003879556,0.002498317,0.0007846742,0.0008103206,0.9850821],"genre_scores_gemma":[0.01217277,0.0005988106,0.0008224407,0.000132717,0.0003426793,0.00001571294,0.0005063799,0.0004879301,0.9849206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3750315,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7061230170","doi":"","title":"Positive geographies: contemporary art from Aberdeen. [Exhibition]","year":2018,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Gyrotron and Vacuum Electronics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Exhibition; Contemporary art; Modern art; Art world","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02162661216767334,"gpt":0.2777072226642863,"spread":0.256080610496613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002040517,0.00102368,0.001067862,0.001693821,0.002549089,0.0008474354,0.005123671,0.0006686338,0.02014005],"category_scores_gemma":[0.00001166988,0.001215577,0.000656168,0.001605625,0.001362389,0.00246905,0.005734324,0.0009645652,0.001506201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001726835,"about_ca_system_score_gemma":0.002357694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05569915,"about_ca_topic_score_gemma":0.005530107,"domain_scores_codex":[0.9951124,0.0005240335,0.0004591538,0.001967382,0.0009469034,0.0009901152],"domain_scores_gemma":[0.9965712,0.0001862766,0.0008146586,0.001229326,0.0004850061,0.0007134694],"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":[0.001245889,0.0009012399,0.01408249,0.00005759597,0.002264871,0.001429112,0.00008315205,0.00007772571,0.0003334825,0.09790172,0.8811509,0.0004718376],"study_design_scores_gemma":[0.002919135,0.0001534686,0.001222488,0.0005464144,0.0002771121,0.00001859991,0.0002763526,0.00009248938,0.0007344733,0.0003657941,0.9920595,0.001334134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002326506,0.000223826,0.003093447,0.0003036066,0.0008421325,0.001557899,0.001667942,0.0002509003,0.9897338],"genre_scores_gemma":[0.04077077,0.0001976842,0.000376389,0.0001338946,0.0007638028,0.000005050648,0.004547421,0.0002462123,0.9529588],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1109086,"threshold_uncertainty_score":0.9992712,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7000824018","doi":"","title":"Health &amp; ethnicity in Aberdeenshire : a study of Polish in-migrants ; a report for the Scottish Health Council.","year":2008,"lang":"en","type":"report","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Robert Gordon University","keywords":"Ethnic group; Population; Quarter (Canadian coin); Public health; Vulnerability (computing); European union; Accession; Immigration","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1320051434146048,"gpt":0.3715043741052682,"spread":0.2394992306906634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002872233,0.0008597015,0.002453116,0.001804651,0.002625987,0.0001541903,0.002718316,0.0007594498,0.00009485485],"category_scores_gemma":[0.0005893708,0.0008044124,0.0006168127,0.00271201,0.0008572139,0.001521409,0.002713165,0.001598667,0.000007727614],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02513319,"about_ca_system_score_gemma":0.04378491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3148751,"about_ca_topic_score_gemma":0.3542744,"domain_scores_codex":[0.9916241,0.0008850552,0.001796551,0.001866716,0.002849077,0.0009785466],"domain_scores_gemma":[0.9917015,0.000472623,0.0026959,0.001641163,0.002880806,0.000608021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02503672,0.02141998,0.5939792,0.005870688,0.004214101,0.06702469,0.01246582,0.02191311,0.0001497063,0.002121137,0.2349872,0.01081758],"study_design_scores_gemma":[0.008241203,0.000579522,0.112816,0.002026748,0.0002980362,0.00270154,0.001706551,0.0001424989,0.00001682667,0.000004060777,0.8706673,0.0007997418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.626803,0.003966598,0.001002433,0.006119423,0.005477344,0.02440176,0.000937961,0.0002870734,0.3310044],"genre_scores_gemma":[0.6654788,0.01102175,0.0006308854,0.001557822,0.0006380893,0.00002973721,0.001666011,0.0001826673,0.3187942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6356801,"threshold_uncertainty_score":0.9994407,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7074719151","doi":"","title":"Information need, information seeking behaviour and participation, with special reference to needs related to citizenship: results of a national survey.","year":2008,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Citizenship; Disadvantage; Government (linguistics); Voting; Information needs; Freedom of information; Quarter (Canadian coin); Public opinion; Politics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0547054779277149,"gpt":0.2446435702673454,"spread":0.1899380923396305,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005502017,0.0002262959,0.0004022594,0.0013693,0.001392093,0.0002644315,0.0009257674,0.0001395761,0.0002825056],"category_scores_gemma":[0.0001933707,0.0002852426,0.00006288041,0.001572861,0.0003029656,0.005929583,0.001374837,0.0001548906,0.000396338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130192,"about_ca_system_score_gemma":0.0003093286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00598843,"about_ca_topic_score_gemma":0.001039706,"domain_scores_codex":[0.998453,0.00005902763,0.0006149299,0.0003732223,0.0002131603,0.0002866959],"domain_scores_gemma":[0.9981672,0.00009096512,0.0006326996,0.0002706927,0.0005830008,0.000255492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005143573,0.0002306408,0.5095921,0.0000564093,0.000414044,0.00008942746,0.00947395,0.02716358,0.00002692304,0.3887446,0.05878858,0.0002762804],"study_design_scores_gemma":[0.003180925,0.000173991,0.4895817,0.00007773615,0.0000341309,0.00005379974,0.00188485,0.0003971324,0.0000862896,0.0001256464,0.5037852,0.0006186162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4780156,0.000005758426,0.0008296344,0.0001897716,0.0003896143,0.0004310542,0.0008575469,0.00002662997,0.5192544],"genre_scores_gemma":[0.9516473,0.00004256737,0.0004419831,0.0001595911,0.00002864583,0.000001700126,0.0003520369,0.000006347751,0.04731983],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4736317,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2279649759","doi":"","title":"The laws and regulations [pre-print version]","year":2014,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Law; Political science","authors":[{"name":"A Maclennan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02030899342643893,"gpt":0.2449617890195996,"spread":0.2246527955931607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002793917,0.0005600987,0.0005576061,0.0006121252,0.007550241,0.001591906,0.003061184,0.000360018,0.003794938],"category_scores_gemma":[0.00004431261,0.0005265035,0.0002528458,0.0002977238,0.002107225,0.00156071,0.004627219,0.0005005835,0.0002027645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166459,"about_ca_system_score_gemma":0.000558726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02431143,"about_ca_topic_score_gemma":0.1398885,"domain_scores_codex":[0.997287,0.0003665214,0.0003180839,0.0009827999,0.000561069,0.0004845226],"domain_scores_gemma":[0.9976851,0.0002018977,0.0005968162,0.0008377671,0.0003347472,0.0003436802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000325929,0.00017905,0.001120733,0.00007342472,0.0004327265,0.000343915,0.0003202819,0.000131745,0.00003111919,0.6722184,0.3241495,0.0006731757],"study_design_scores_gemma":[0.001140426,0.00005894337,0.001449567,0.0002296113,0.0002370706,0.00003055664,0.0003703404,0.0001557383,0.0000343401,0.0002832041,0.9953344,0.0006757323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00384899,0.0001790502,0.0001381675,0.0007025104,0.001733683,0.000845205,0.0002233686,0.0001734029,0.9921556],"genre_scores_gemma":[0.03081778,0.0007369265,0.00006540035,0.0001348836,0.000479241,0.00000168932,0.0001877006,0.0001062391,0.9674702],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6719352,"threshold_uncertainty_score":0.9997187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6982575472","doi":"","title":"Interprofessional student-run primary health clinics: implications for pharmacy education in Scotland.","year":2015,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Ancient Near East History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Robert Gordon University","keywords":"Pharmacy; Curriculum; Primary care; Interprofessional education; Primary health care; Public health; Health care; Health education","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.07443951741475566,"gpt":0.3658332818113357,"spread":0.29139376439658,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004739199,0.0003488277,0.0004765948,0.0008243148,0.002637201,0.0003742306,0.002615187,0.0001161701,0.000276383],"category_scores_gemma":[0.00003785362,0.0004167332,0.0002035794,0.0003870333,0.0006818162,0.004261635,0.002205725,0.0003711424,0.0001058295],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0070386,"about_ca_system_score_gemma":0.00992367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006338651,"about_ca_topic_score_gemma":0.0138705,"domain_scores_codex":[0.997461,0.0003013621,0.0004775669,0.0008697205,0.0004144696,0.0004758601],"domain_scores_gemma":[0.9976765,0.0001447727,0.0005359382,0.0005007203,0.0006424671,0.000499628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004113262,0.003694137,0.1606958,0.0002102526,0.0002543476,0.0001536459,0.00729868,0.001149461,0.0001399591,0.6812443,0.1334448,0.007601378],"study_design_scores_gemma":[0.003042934,0.0001081884,0.01482478,0.0001923499,0.00006332395,0.00003082338,0.002663661,0.00008927422,0.00001424287,0.0002567039,0.9782454,0.0004683623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2374377,0.0005711687,0.001998011,0.003893149,0.005816927,0.002983477,0.0003497419,0.0002062359,0.7467436],"genre_scores_gemma":[0.5361375,0.0002137069,0.001647738,0.003000282,0.0009987514,0.00001790081,0.001340884,0.00006465842,0.4565786],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8448005,"threshold_uncertainty_score":0.9998285,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7005222416","doi":"","title":"Proceedings of the 7th International congress of architectural technology (ICAT 2018): architectural technology at the interfaces, 14-17 June 2018, Belfast, UK.","year":2018,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Petroleum Technology Development Fund; Canadian Institute for Theoretical Astrophysics","keywords":"Architectural engineer; Architectural technology; Architecture; Architectural design; Emerging technologies; Information technology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01339454337431028,"gpt":0.2554578127434849,"spread":0.2420632693691746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.0001725887,0.0006754358,0.0009728185,0.001776955,0.0010885,0.00009968228,0.006468116,0.0009344283,0.001105673],"category_scores_gemma":[0.0002554994,0.0005278686,0.0003746444,0.001830279,0.005289446,0.000450799,0.01251186,0.0009782106,0.00003779178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155893,"about_ca_system_score_gemma":0.0007025482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00366674,"about_ca_topic_score_gemma":0.005559401,"domain_scores_codex":[0.9968544,0.00008971374,0.0005354697,0.001090311,0.000870768,0.0005593093],"domain_scores_gemma":[0.9965152,0.000147848,0.00142546,0.001009016,0.0006784154,0.0002240812],"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":[0.006460305,0.0009803548,0.1058474,0.0005867913,0.003728014,0.0010703,0.0002892558,0.00051241,0.01004066,0.03297845,0.8348608,0.00264523],"study_design_scores_gemma":[0.002981738,0.0003124008,0.003922287,0.002066094,0.0007350435,0.001663885,0.0003184673,0.00007725406,0.01991927,0.00009126949,0.9672619,0.0006503549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1499175,0.0004041382,0.0002040192,0.004627954,0.003208936,0.001998691,0.0005170071,0.0002582078,0.8388636],"genre_scores_gemma":[0.1754826,0.0001646385,0.0008211668,0.00009855863,0.0002055905,0.000003360863,0.000161972,0.00009423694,0.8229678],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1324011,"threshold_uncertainty_score":0.9998075,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7010526256","doi":"","title":"Indigenous consultancy and collaborative online international learning: thematic network on collaborative online international learning and biodiversity education across the Arctic Circle (COIL@UArctic).","year":2024,"lang":"en","type":"other","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Indigenous; Thematic analysis; Experiential learning; Negotiation; Arctic; Collaborative learning; Intercultural learning; Global network; Educational technology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0151167416265091,"gpt":0.3031209501981522,"spread":0.2880042085716431,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005771196,0.001136991,0.001054006,0.001597127,0.004232422,0.001768917,0.003758553,0.0007817415,0.0006887071],"category_scores_gemma":[0.0004479889,0.001228237,0.0002388682,0.003450061,0.002221274,0.002439277,0.006963381,0.002138864,0.0003451945],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005015784,"about_ca_system_score_gemma":0.002726868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006848877,"about_ca_topic_score_gemma":0.01392295,"domain_scores_codex":[0.993923,0.001126488,0.0006128115,0.002210328,0.001288059,0.0008392891],"domain_scores_gemma":[0.9950123,0.0005871629,0.001635546,0.0006711244,0.001571634,0.000522186],"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":[0.02255191,0.01355042,0.2246396,0.002774688,0.02817709,0.01412054,0.03317476,0.03255906,0.0009511972,0.1068594,0.4992421,0.02139919],"study_design_scores_gemma":[0.002791369,0.000272999,0.005736267,0.001950629,0.0007454348,0.0003263933,0.01132436,0.0004157667,0.00003066818,0.0001324123,0.9749381,0.001335611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1450519,0.003811242,0.000228866,0.002881042,0.006895171,0.005587606,0.006590011,0.0009724738,0.8279817],"genre_scores_gemma":[0.1003179,0.005398874,0.001190723,0.000404032,0.0009550331,0.00001030506,0.004552766,0.0003825589,0.8867878],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.475696,"threshold_uncertainty_score":0.9997646,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6929353603","doi":"10.48526/rgu-wt-2571225","title":"Female entrepreneurship and access to finance in Nigeria through a gendered lens","year":2024,"lang":"en","type":"dissertation","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Female entrepreneurs; Women entrepreneurs; Entrepreneurship; Blueprint; Access to finance; Dominance (genetics); Face (sociological concept); Entrepreneurial finance","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03837386312879264,"gpt":0.2815111518513779,"spread":0.2431372887225852,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002355085,0.000846149,0.0009101423,0.001393584,0.002044186,0.002676025,0.004123384,0.0004957565,0.0002963081],"category_scores_gemma":[0.0001031517,0.001003603,0.0002795405,0.002599839,0.0003055614,0.01230801,0.006692339,0.0006780312,0.000161555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0013055,"about_ca_system_score_gemma":0.0005304837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02088724,"about_ca_topic_score_gemma":0.07075141,"domain_scores_codex":[0.9958324,0.00009629788,0.0005435216,0.002095131,0.0006491838,0.0007834486],"domain_scores_gemma":[0.9980641,0.0001215596,0.0005812687,0.0007166592,0.000421472,0.00009492169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009884394,0.001478714,0.6539123,0.004185499,0.001444993,0.01973099,0.006479651,0.01627237,0.001320397,0.2461088,0.03461872,0.004563153],"study_design_scores_gemma":[0.001522394,0.00004574697,0.08145969,0.001607331,0.00039682,0.00003799662,0.003706646,0.0001174629,0.0004596613,0.0004510192,0.9085809,0.001614358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6456265,0.0005753398,0.00002097524,0.0006180987,0.001953966,0.001128533,0.00004464929,0.0001341133,0.3498978],"genre_scores_gemma":[0.8696555,0.002205542,0.0001691089,0.001399419,0.0005920234,0.00001260087,0.0007934695,0.00009549235,0.1250768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8739622,"threshold_uncertainty_score":0.999255,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1856875395","doi":"","title":"What are the patterns of personal learning environments (PLE) for undergraduate students undertaking degrees in nursing.","year":2015,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Nurse education; Formal learning; Digital learning; Inclusion (mineral); Psychology; Subject (documents); Health care; Informal learning; Pedagogy; Medical education; Computer science; Medicine; World Wide Web; Social psychology","authors":[{"name":"Ann M. Price","is_ca":false},{"name":"Moira Stephens","is_ca":false},{"name":"Christopher Patterson","is_ca":false},{"name":"Erna Snelgrove‐Clarke","is_ca":false},{"name":"Fiona Work","is_ca":false},{"name":"Chung Lim Vico Chiang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06478741253220055,"gpt":0.3876898176786487,"spread":0.3229024051464481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009856147,0.0002855012,0.0003566891,0.0004710939,0.003069894,0.0007555531,0.003212538,0.0002201998,0.0000434683],"category_scores_gemma":[0.0003028283,0.0003132837,0.0001650019,0.0008785471,0.0008889728,0.007852043,0.001402659,0.000435952,0.000009040437],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006652992,"about_ca_system_score_gemma":0.0011938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01462198,"about_ca_topic_score_gemma":0.0205831,"domain_scores_codex":[0.9963369,0.001107138,0.0003014571,0.0007136824,0.001057759,0.0004830626],"domain_scores_gemma":[0.9977593,0.0005475488,0.000797675,0.0003220054,0.0003049677,0.0002684531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001393743,0.001071857,0.9139136,0.0000397042,0.000226926,0.0001862642,0.0137358,0.01422266,0.0001547962,0.05183956,0.0002796425,0.002935417],"study_design_scores_gemma":[0.004534462,0.0002261767,0.2310541,0.001193149,0.0003623592,0.00004065466,0.1586813,0.00108655,0.0004805589,0.001213652,0.6001526,0.0009745258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8540772,0.0001802266,0.00454024,0.00276485,0.002082021,0.001570898,0.00001730283,0.00004610476,0.1347212],"genre_scores_gemma":[0.9593248,0.0004970366,0.0003445793,0.00007166486,0.0001137041,0.000003212592,0.0000404129,0.00001868762,0.03958591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6828595,"threshold_uncertainty_score":0.9999319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7043708426","doi":"","title":"Thermo-neutral methane reforming using a flow-through porous Rh-impregnated membrane catalyst reactor for carbon capture and utilisation.","year":2021,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Emissions Reduction Alberta","keywords":"Methane; Flue gas; Steam reforming; Syngas; Carbon dioxide reforming; Methane reformer; Catalytic reforming; Catalysis; Carbon dioxide","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03116561712853543,"gpt":0.2695165161977109,"spread":0.2383508990691754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0002920673,0.0006572569,0.0008866985,0.0004888428,0.001376295,0.0002197116,0.001742072,0.000555103,0.00007730233],"category_scores_gemma":[0.0001891923,0.0007586709,0.000362719,0.001445249,0.0003916124,0.004411922,0.002964425,0.0005978353,0.000003497553],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004405549,"about_ca_system_score_gemma":0.001082014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02633758,"about_ca_topic_score_gemma":0.003566962,"domain_scores_codex":[0.9966313,0.000182918,0.0005246556,0.001362063,0.0005228018,0.0007763185],"domain_scores_gemma":[0.9974177,0.0002580183,0.0004643416,0.0008279188,0.0006023379,0.0004296272],"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":[0.00227935,0.0004521708,0.001226427,0.0006768369,0.001426046,0.005757498,0.001736648,0.02450717,0.9412279,0.01949823,0.00004758256,0.001164182],"study_design_scores_gemma":[0.006388688,0.00008423947,0.0002570695,0.00073327,0.001352868,0.002616434,0.002568963,0.02880837,0.8431891,0.00008833275,0.1119368,0.001975813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395886,0.0004794969,0.003466396,0.0002203433,0.0008157648,0.001039146,0.0002313263,0.0002507122,0.05390821],"genre_scores_gemma":[0.960911,0.000201822,0.004901576,0.0000897938,0.0002221848,0.000004066289,0.001124981,0.0001024224,0.0324421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118893,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}