{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":21,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":21,"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":"0440d3d90aaa","filters":{"venue":"Bangor University Research Portal (Bangor University)"}},"results":[{"id":"W7015443829","doi":"","title":"Teaching Literatures during the Global Pandemic: Impacts on Secondary Schools in Wales","year":2023,"lang":"en","type":"book","venue":"Bangor University Research Portal (Bangor University)","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University College of the North","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Durvalumab","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05213057673037587,"gpt":0.2916272001498887,"spread":0.2394966234195128,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009201457,0.0004840189,0.0004821895,0.001965687,0.001959617,0.0004742294,0.001405368,0.0004327371,0.001174978],"category_scores_gemma":[0.00017945,0.0004526204,0.0003396808,0.0005063131,0.000684984,0.001079754,0.0005569822,0.003886823,0.000489801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002181928,"about_ca_system_score_gemma":0.002050602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00417583,"about_ca_topic_score_gemma":0.02409735,"domain_scores_codex":[0.9961882,0.0006529224,0.0002802655,0.0008289056,0.0009788334,0.001070919],"domain_scores_gemma":[0.9977766,0.0005236405,0.0002156755,0.0007140657,0.0003614625,0.0004085855],"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":[0.00113177,0.0004837682,0.008288914,0.001055017,0.0006229294,0.007661583,0.2023423,0.00001070837,0.00001272772,0.3330102,0.4417218,0.003658348],"study_design_scores_gemma":[0.0009176207,0.0001514936,0.004442647,0.0007743683,0.00005948286,0.00001545681,0.1153702,0.000004994811,0.000002618594,0.001770065,0.875971,0.0005200557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3287276,0.000241235,3.596934e-7,0.0007520912,0.0008739489,0.0008020343,0.001379765,0.0002830849,0.6669399],"genre_scores_gemma":[0.1177947,0.0002736733,0.000005342195,0.00009032901,0.001488301,9.813989e-7,0.0006418095,0.00005380085,0.8796511],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4342492,"threshold_uncertainty_score":0.9997926,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2342715588","doi":"","title":"Scott Pilgrim vs. the Multimodal Mash-up: Film as Participatory Narrative","year":2015,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"Comics and Graphic Narratives","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Narrative; Comics; Appropriation; Citizen journalism; Semiotics; Parallels; Pilgrim; Aesthetics; Art; Wright; Participatory culture; Media studies; Sociology; Visual arts; Literature; History; Art history; Computer science; Linguistics; Philosophy; Engineering; World Wide Web","authors":[{"name":"Amy C. Chambers","is_ca":false},{"name":"RL Skains","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1450940019696259,"gpt":0.3045507687378685,"spread":0.1594567667682426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001042128,0.0003200349,0.0003588925,0.0009124831,0.002395777,0.0002311666,0.001204681,0.0001488889,0.003279042],"category_scores_gemma":[0.0001867809,0.0002872015,0.000277737,0.0007712755,0.002486611,0.0008705322,0.0006653107,0.0008948453,0.0003935136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564269,"about_ca_system_score_gemma":0.0007860576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00513039,"about_ca_topic_score_gemma":0.01340582,"domain_scores_codex":[0.9965166,0.0008161479,0.0002083435,0.0006250187,0.0009331069,0.0009007385],"domain_scores_gemma":[0.9971781,0.0003551463,0.0001462224,0.000631096,0.001058288,0.0006310912],"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":[0.001054369,0.0003173946,0.001517946,0.00002247873,0.0003061212,0.0012146,0.161988,0.00002715089,0.00006704309,0.665611,0.1674148,0.0004591067],"study_design_scores_gemma":[0.001355991,0.0003889652,0.0005277067,0.00002607641,0.00004479217,0.000006382356,0.3402836,0.000186226,0.00006301342,0.0008703463,0.6559426,0.0003042604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6891761,0.00009406453,0.00001609789,0.00321489,0.0005119173,0.0007114556,0.0001878351,0.0001615987,0.305926],"genre_scores_gemma":[0.8043543,0.00005505395,0.0000183486,0.0001260343,0.0002570898,0.000001191443,0.00004600428,0.00002492027,0.1951171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6647407,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2806727855","doi":"","title":"Report presented to Research Councils UK for article processing charges managed by Bangor University, 2016-2017","year":2017,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"linguistics and terminology studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Political science","authors":[{"name":"Michelle Walker","is_ca":false},{"name":"Saskia Pagella","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2139587886928622,"gpt":0.355338193215149,"spread":0.1413794045222868,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002093929,0.0003866172,0.0005538996,0.001435466,0.01080478,0.0006424811,0.002483249,0.0002474707,0.0006648568],"category_scores_gemma":[0.001049538,0.0004440423,0.000268212,0.0004721094,0.002888494,0.0009451967,0.001737926,0.0008426551,0.0001974112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005546124,"about_ca_system_score_gemma":0.0006434079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008182792,"about_ca_topic_score_gemma":0.01445085,"domain_scores_codex":[0.9951718,0.0003570792,0.000278247,0.001219477,0.00128292,0.001690481],"domain_scores_gemma":[0.9934356,0.0004531524,0.0003105226,0.001351103,0.003812478,0.0006371642],"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":[0.001301645,0.000748556,0.005591376,0.0002432373,0.0006063168,0.01155457,0.01085271,0.00000270201,0.0007306452,0.1560415,0.8105494,0.001777362],"study_design_scores_gemma":[0.001739852,0.0004096043,0.001795483,0.0001194914,0.0001133206,0.00001662129,0.03254537,0.0001053678,0.0002732814,0.0003499056,0.9620175,0.000514144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4385389,0.0001843785,0.0002480028,0.007763141,0.0006928484,0.00288016,0.001944508,0.0003366209,0.5474114],"genre_scores_gemma":[0.5666325,0.0001654065,0.0001473546,0.00003762408,0.0004279476,0.000002036088,0.0001158422,0.00003878284,0.4324325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1556916,"threshold_uncertainty_score":0.9998251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2724462140","doi":"","title":"Seeing the forest for the trees : tree species effects on soil microbial communities and nutrient cycling dynamics","year":2017,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological 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":"Cycling; Nutrient cycle; Soil nutrients; Nutrient; Ecology; Tree (set theory); Environmental science; Agroforestry; Forest dynamics; Forestry; Geography; Biology; Mathematics","authors":[{"name":"Relena R. Ribbons","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05126794989440157,"gpt":0.2406609644142095,"spread":0.1893930145198079,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005690754,0.0001967112,0.0002236849,0.00009481271,0.01160513,0.0002007814,0.001507785,0.0001527902,0.00003516257],"category_scores_gemma":[0.0001272903,0.00008875694,0.0001921626,0.0002643659,0.001848807,0.0002946193,0.001190354,0.0004544855,0.00001210513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189506,"about_ca_system_score_gemma":0.00002621317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003587076,"about_ca_topic_score_gemma":0.2123438,"domain_scores_codex":[0.9985305,0.0002562364,0.00007821328,0.0003039186,0.0002750271,0.0005560881],"domain_scores_gemma":[0.9967961,0.002503631,0.0001269201,0.0002597445,0.0002034079,0.0001102198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003900949,0.0007374759,0.6700241,0.0001659218,0.001237806,0.001041931,0.005013367,0.00006186675,0.0045907,0.2079453,0.06449532,0.04078529],"study_design_scores_gemma":[0.001135592,0.0008341363,0.7201685,0.00005485144,0.0001310135,0.000007024038,0.06756391,0.0003974166,0.0003846833,0.00019987,0.2088083,0.0003147336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791826,0.00005297598,0.00001444553,0.01240334,0.0001312311,0.0006735645,0.0002596682,0.00004561336,0.00723653],"genre_scores_gemma":[0.9863102,0.0003603531,0.00001246178,0.00008644818,0.0001560682,9.870938e-7,0.00005811867,0.000001851623,0.01301352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2087567,"threshold_uncertainty_score":0.9896816,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3184363847","doi":"","title":"Water quality impacts and river system recovery following the 2014 Mount Polley mine tailings dam spill, British Columbia, Canada","year":2018,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Queen's University","funders":"Natural Environment Research Council","keywords":"Tailings; Environmental science; Tailings dam; Water quality; Sediment; Hydrology (agriculture); STREAMS; Watershed; Geology; Chemistry; Geotechnical engineering; Ecology","authors":[{"name":"Patrick Byrne","is_ca":false},{"name":"Karen A. Hudson‐Edwards","is_ca":false},{"name":"Graham Bird","is_ca":false},{"name":"Mark G. Macklin","is_ca":false},{"name":"Paul Brewer","is_ca":false},{"name":"Richard Williams","is_ca":false},{"name":"Heather E. Jamieson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01637035000796207,"gpt":0.2082102041660038,"spread":0.1918398541580417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008932907,0.0002213065,0.0003412092,0.0003026749,0.001363979,0.0003362328,0.0007426878,0.0001501803,0.0003068333],"category_scores_gemma":[0.00005428005,0.0002600861,0.0001517567,0.0006568815,0.0005098039,0.0006701514,0.0006140239,0.0004398194,0.00004998803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009203402,"about_ca_system_score_gemma":0.0002307641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8860948,"about_ca_topic_score_gemma":0.9349219,"domain_scores_codex":[0.9973741,0.0002642845,0.0002081002,0.0004950606,0.0007048119,0.0009536649],"domain_scores_gemma":[0.9987124,0.0001287338,0.00005698314,0.000472199,0.0002906705,0.0003390405],"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":[0.001266346,0.000272338,0.1779147,0.003152913,0.004384075,0.01864383,0.007550138,0.0004810226,0.01615973,0.005780481,0.7550374,0.009356994],"study_design_scores_gemma":[0.003537172,0.0005099136,0.0556237,0.000521116,0.0003384161,0.00007184832,0.05061475,0.001489967,0.00135777,0.00007159973,0.8841701,0.001693712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683987,0.0001774411,0.00004618951,0.0001945046,0.0003478639,0.0005063018,0.0001069342,0.0002291042,0.02999291],"genre_scores_gemma":[0.9630163,0.0001858205,0.00004804003,0.00003600055,0.0001391311,4.768115e-7,0.00004237631,0.0000348128,0.03649709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1291326,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7070781926","doi":"","title":"Reading witches, reading women : late Tudor and early Stuart texts.","year":2001,"lang":"en","type":"dissertation","venue":"Bangor University Research Portal (Bangor University)","topic":"Atomic and Subatomic Physics 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":"Witch; Reading (process); Femininity; Meaning (existential); Power (physics); The Renaissance","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02049850205182458,"gpt":0.2752864286572683,"spread":0.2547879266054437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008734229,0.0006043119,0.000861239,0.001955739,0.001438282,0.0002147592,0.001234609,0.0004195988,0.001456859],"category_scores_gemma":[0.00002935694,0.0007542476,0.0003048045,0.002186021,0.0004442867,0.0009698705,0.0006019883,0.002023723,0.0002057798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008828524,"about_ca_system_score_gemma":0.001314773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004870994,"about_ca_topic_score_gemma":0.0001917304,"domain_scores_codex":[0.9950925,0.0004371709,0.0003205598,0.001271667,0.001125843,0.00175231],"domain_scores_gemma":[0.9971375,0.0003100452,0.00028464,0.0007139542,0.0006386834,0.0009151574],"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":[0.007072451,0.002364122,0.2140887,0.001274766,0.007003736,0.01195381,0.06053796,0.00003278329,0.009540724,0.4534887,0.05663572,0.1760065],"study_design_scores_gemma":[0.007834852,0.0006391999,0.02592579,0.001040316,0.0005540507,0.00001865712,0.4076159,0.001020137,0.001658197,0.008639502,0.5409501,0.00410331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6844189,0.00003099561,0.00008651208,0.00005018288,0.00009485635,0.0006227031,0.0001650588,0.00009283819,0.314438],"genre_scores_gemma":[0.5868421,0.0001688148,0.00003012345,0.000004547724,0.0001948724,0.000002133004,0.000461291,0.00007043475,0.4122256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4843144,"threshold_uncertainty_score":0.9998617,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6986897255","doi":"","title":"'The Register of Simon Sudbury, Archbishop of Canterbury, 1375–1381', Book Review.","year":2022,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Register (sociolinguistics); Archbishop; Subject (documents)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04384860215045264,"gpt":0.2542349338732225,"spread":0.2103863317227699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001128369,0.0002018203,0.000431461,0.000834609,0.001784089,0.00003134701,0.001353213,0.00006295547,0.006743951],"category_scores_gemma":[0.00007957173,0.0001994846,0.0003441764,0.0005899285,0.001707132,0.0003971578,0.0008350218,0.0008103003,0.00002065504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002962048,"about_ca_system_score_gemma":0.0004717906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002684739,"about_ca_topic_score_gemma":0.003808928,"domain_scores_codex":[0.9968224,0.0007362304,0.0003091329,0.0004179755,0.001145747,0.0005685158],"domain_scores_gemma":[0.9977267,0.0003458421,0.0003107071,0.0007263928,0.0006744472,0.0002158626],"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":[0.0005104839,0.0001819589,0.0001546771,0.0004456155,0.0001394097,0.0006509004,0.004829351,0.000002021176,0.0001468335,0.139818,0.8525961,0.0005246847],"study_design_scores_gemma":[0.0005228935,0.0004050895,0.00004983316,0.0001698362,0.00008465158,0.000005719464,0.01788989,0.000008096281,0.00006446652,0.00003932587,0.9805679,0.0001922604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01751726,0.0231086,0.000008712851,0.003304286,0.0006928724,0.001345441,0.001081332,0.00009434683,0.9528471],"genre_scores_gemma":[0.1228469,0.005358906,0.00001309069,0.0004768513,0.0001830778,0.000001662884,0.0001469861,0.00003351721,0.870939],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1397787,"threshold_uncertainty_score":0.9995155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7005652984","doi":"","title":"The role of interchange fees in two-sided markets: An empirical investigation on payment cards","year":2015,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","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":"Payment; Quarter (Canadian coin); Database transaction; Issuer; Payment card; ATM card; Credit card","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05201111294057052,"gpt":0.3316643936925539,"spread":0.2796532807519834,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001145725,0.0001519181,0.0001824472,0.0006134395,0.0001810538,0.00002706555,0.0007175244,0.000128483,0.00002177751],"category_scores_gemma":[0.0002359083,0.0001486171,0.0001227558,0.0008728629,0.0004878259,0.0000437799,0.0005310669,0.0002893442,0.000006498136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002091661,"about_ca_system_score_gemma":0.0003159713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019741,"about_ca_topic_score_gemma":0.007249279,"domain_scores_codex":[0.9977157,0.0008159849,0.000147331,0.0004438169,0.0004951807,0.0003819687],"domain_scores_gemma":[0.998511,0.0000820671,0.00009137217,0.0005960453,0.0004408913,0.0002786272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008034785,0.001946188,0.4033947,0.00006550248,0.0008116969,0.001808317,0.00528313,0.0001211223,0.4635907,0.009132231,0.07747666,0.02833495],"study_design_scores_gemma":[0.003411041,0.002326753,0.0243213,0.0001038039,0.0001011816,0.00001469545,0.06214213,0.0007404099,0.409563,0.000761934,0.495794,0.0007197474],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968759,0.0000816356,0.00004370987,0.0002395728,0.00001372407,0.0003154682,0.00001872381,0.00002565821,0.03050252],"genre_scores_gemma":[0.9944625,0.0001730728,0.000148752,0.00003507776,0.00004714306,8.230992e-7,0.0001421857,0.00001434335,0.004976107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4183173,"threshold_uncertainty_score":0.6060429,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6991163899","doi":"","title":"Exploring the possible negative effects of self-efficacy upon performance","year":2013,"lang":"en","type":"dissertation","venue":"Bangor University Research Portal (Bangor University)","topic":"Sports Dynamics and Biomechanics","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":"Reciprocal; Empirical research; Duration (music); Criticism; Outcome (game theory); Empirical evidence","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02866104867000846,"gpt":0.2271439667795679,"spread":0.1984829181095595,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003058546,0.0004174732,0.0004692627,0.001603161,0.0005550898,0.00005664136,0.001206842,0.0003310766,0.000140266],"category_scores_gemma":[0.0000428459,0.0004178768,0.0002818848,0.002432696,0.0001238388,0.0007970791,0.0002175952,0.001133237,0.00007124099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004150708,"about_ca_system_score_gemma":0.0002732651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005722548,"about_ca_topic_score_gemma":0.0005787667,"domain_scores_codex":[0.9975526,0.000133617,0.0002267628,0.0004938023,0.0008217414,0.0007714828],"domain_scores_gemma":[0.9980741,0.0003242296,0.0001589194,0.0006218547,0.0005687429,0.0002521186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009197908,0.01110181,0.006764696,0.05603901,0.02406152,0.02526615,0.1208205,0.01507649,0.1257556,0.2416521,0.06273588,0.3015283],"study_design_scores_gemma":[0.0146012,0.003535455,0.2731383,0.006509453,0.00304711,0.0000772628,0.17542,0.1001589,0.1656983,0.0002819171,0.2486877,0.008844423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716259,0.00007805356,0.00002158028,0.00001469544,0.000636245,0.001049782,0.00005055196,0.0002819956,0.02624115],"genre_scores_gemma":[0.9690945,0.003440645,0.0001390138,0.000002325439,0.00009728044,0.00000286207,0.0003059883,0.00008338234,0.02683399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2926839,"threshold_uncertainty_score":0.9998273,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7071985036","doi":"","title":"Verses Nature: Heterogeneity and Dialogism in the Novel","year":2017,"lang":"en","type":"dissertation","venue":"Bangor University Research Portal (Bangor University)","topic":"French Literature and Critical Theory","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":"Semiotics; Plural; Representation (politics); Reflexive pronoun; Order (exchange); Point (geometry); Natural (archaeology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06165892718911781,"gpt":0.2988749480489704,"spread":0.2372160208598526,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00068907,0.0003441291,0.0003924496,0.00101097,0.001807755,0.0004611321,0.001462601,0.000570991,0.0005997102],"category_scores_gemma":[0.0001887758,0.0003143973,0.0002313964,0.0002582031,0.001276982,0.0007687911,0.0001895922,0.002173647,0.00004196402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117533,"about_ca_system_score_gemma":0.0002473091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001806309,"about_ca_topic_score_gemma":0.04373788,"domain_scores_codex":[0.9974237,0.0003888576,0.0001543712,0.0006651406,0.0006944352,0.0006734874],"domain_scores_gemma":[0.9981977,0.0004043566,0.0001258027,0.0006723776,0.0004028822,0.0001968269],"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":[0.0003611402,0.0002560301,0.0001328982,0.0001573142,0.0001186559,0.00221246,0.00843714,2.271108e-7,0.00009786082,0.9777124,0.00953848,0.0009753748],"study_design_scores_gemma":[0.0008410896,0.0001807462,0.002493846,0.0001687241,0.0001048835,0.000007248022,0.05571805,0.000003973264,0.00007432652,0.001333167,0.9386595,0.0004144257],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.207729,0.0006509409,0.000001518012,0.0004016393,0.0005560679,0.0005600778,0.0005208301,0.00005573689,0.7895242],"genre_scores_gemma":[0.7910913,0.0003601722,0.000009674231,0.000100549,0.0003569146,9.000279e-7,0.0006627601,0.00002540869,0.2073923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9763793,"threshold_uncertainty_score":0.9999308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7006244602","doi":"","title":"Teaching and learning in the outdoors:The current state of outdoor learning in schools in Wales","year":2023,"lang":"en","type":"book","venue":"Bangor University Research Portal (Bangor University)","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","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 College of the North","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Durvalumab","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0435907025584984,"gpt":0.2547037250279283,"spread":0.2111130224694299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004265555,0.0003074328,0.0006221757,0.004003791,0.0006292496,0.0001486755,0.001286506,0.0002219842,0.00005259522],"category_scores_gemma":[0.0005436263,0.0002644879,0.0002036975,0.00208017,0.0003858788,0.0007127449,0.001253021,0.005431785,0.00009525217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003937135,"about_ca_system_score_gemma":0.0002094342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01466794,"about_ca_topic_score_gemma":0.03200389,"domain_scores_codex":[0.9971802,0.0005625795,0.000400417,0.0006556333,0.0005309689,0.0006702488],"domain_scores_gemma":[0.9984004,0.0006497759,0.0004294791,0.0003473923,0.0001383481,0.00003459594],"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":[0.0005126505,0.0005858051,0.5234392,0.002095969,0.0004787667,0.006906591,0.003663932,0.002455211,0.00003775306,0.1650727,0.01716168,0.2775897],"study_design_scores_gemma":[0.001492958,0.00007227233,0.05787996,0.001079803,0.0001042691,0.000002660687,0.03456264,0.002268687,5.384161e-7,0.002776214,0.8991136,0.0006463956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.727931,0.0003399564,0.00002115981,0.001941432,0.00008532857,0.001253333,0.00002468965,0.0001761706,0.2682269],"genre_scores_gemma":[0.6004776,0.0003457523,0.000007903568,0.00002228709,0.0001218376,0.000001434845,0.00008051973,0.00003333178,0.3989094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8819519,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7004984505","doi":"","title":"Outdoor Learning Policy, Advocacy and Lobbying in Wales","year":2023,"lang":"en","type":"other","venue":"Bangor University Research Portal (Bangor University)","topic":"","field":"","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 College of the North","funders":"","keywords":"Government (linguistics); Work (physics); Agency (philosophy); Field (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05251303005979449,"gpt":0.3149150006829,"spread":0.2624019706231054,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001427161,0.0008604057,0.001080433,0.02259344,0.0008439634,0.000145821,0.001779045,0.001111965,0.001641722],"category_scores_gemma":[0.0007453723,0.001156424,0.000349157,0.01142514,0.001603397,0.0007334528,0.00236264,0.002980964,0.003544212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0016977,"about_ca_system_score_gemma":0.001920436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05141948,"about_ca_topic_score_gemma":0.06623812,"domain_scores_codex":[0.9923668,0.001466492,0.0003264496,0.001885829,0.001642533,0.002311904],"domain_scores_gemma":[0.9967629,0.0006048781,0.0003880766,0.0009668343,0.0003294413,0.0009478843],"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":[0.001100886,0.0006726435,0.05545896,0.0007664799,0.001054736,0.04524402,0.003174411,0.00008067847,0.000669385,0.05163685,0.8325304,0.007610504],"study_design_scores_gemma":[0.002719055,0.0001944824,0.005493523,0.0007409213,0.00009385645,0.00003208755,0.02003289,0.0000830812,0.00001691768,0.00003964051,0.9694645,0.001088988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01983094,0.0003182568,0.00001700233,0.0004302826,0.0001541836,0.001550166,0.0006740649,0.002768005,0.9742571],"genre_scores_gemma":[0.02950823,0.001776125,0.0001429827,0.00001406176,0.0003789855,0.00000106623,0.0002219554,0.001756054,0.9662005],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1369341,"threshold_uncertainty_score":0.9993192,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7010243782","doi":"","title":"Halifax's Political Pioneer:Dame Sara Barker, 1904-1973","year":2023,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Politics; Government (linguistics); Work (physics); Field (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05581478696209492,"gpt":0.2991951591334996,"spread":0.2433803721714047,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.001335549,0.0001984415,0.0003041972,0.007183917,0.004447903,0.0003054838,0.001326245,0.0003660942,0.00484534],"category_scores_gemma":[0.0004039974,0.0003132847,0.0003084639,0.006202082,0.002973594,0.0009479026,0.0005130555,0.0007747898,0.002651774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002446159,"about_ca_system_score_gemma":0.003541921,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4790098,"about_ca_topic_score_gemma":0.5890933,"domain_scores_codex":[0.995056,0.00083843,0.0001632223,0.0006777142,0.001441294,0.001823318],"domain_scores_gemma":[0.9970259,0.0003948176,0.00007000891,0.0005064567,0.0004985717,0.001504226],"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":[0.00008913002,0.00009878624,0.001624294,0.00003075437,0.00006739691,0.004856143,0.002492715,0.000003499287,0.00006857063,0.6454746,0.3445184,0.0006757624],"study_design_scores_gemma":[0.0005954375,0.00006749951,0.004859566,0.00002642441,0.00003827513,0.000004894836,0.04404727,0.00002220119,0.00000767341,0.000327395,0.949676,0.0003273539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08887268,0.00004463366,0.00003232626,0.006939238,0.0004270127,0.000539142,0.0004490583,0.0006024438,0.9020935],"genre_scores_gemma":[0.3416534,0.0008166034,0.00005290826,0.0001170975,0.00036925,5.318758e-7,0.0001309713,0.00003369465,0.6568255],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6451471,"threshold_uncertainty_score":0.9999319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7057666782","doi":"","title":"Investigating the impact of the pandemic on children’s, teacher’s and parent’s health and wellbeing in SEN contexts.","year":2023,"lang":"en","type":"book","venue":"Bangor University Research Portal (Bangor University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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 College of the North","funders":"","keywords":"Pandemic; Public health; Government (linguistics); Health care; Coronavirus disease 2019 (COVID-19); Context (archaeology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04167570718139284,"gpt":0.3036121211295297,"spread":0.2619364139481369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009720373,0.0003172708,0.0004585288,0.0009129908,0.0007143359,0.00005722107,0.0008820736,0.0001608435,0.001696334],"category_scores_gemma":[0.00007179877,0.0002496555,0.0002197236,0.0009305553,0.001047746,0.00006654546,0.001480374,0.001700736,0.000008738567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310181,"about_ca_system_score_gemma":0.002089942,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02460583,"about_ca_topic_score_gemma":0.003854538,"domain_scores_codex":[0.9969298,0.0007786588,0.0002474006,0.0006005617,0.0007583314,0.0006852301],"domain_scores_gemma":[0.9980267,0.0006029313,0.000278517,0.0005638264,0.0001578526,0.0003702169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001767686,0.000244545,0.7555328,0.0001599243,0.0006432594,0.000100172,0.00340373,0.00003418159,0.0000786345,0.02978651,0.1553623,0.05447722],"study_design_scores_gemma":[0.005107255,0.001228558,0.8629807,0.001769126,0.0001174894,0.000008955098,0.02452294,0.0005681401,0.00001530101,0.001299543,0.101367,0.001014974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5959674,0.0001605673,0.000003394139,0.001576278,0.00004885577,0.002609251,0.000700572,0.000054187,0.3988796],"genre_scores_gemma":[0.2622609,0.0002932179,0.000006262191,0.00002195184,0.00009288091,0.000001026062,0.0001763367,0.00003729693,0.7371101],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3382306,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6996989602","doi":"","title":"Teaching Literatures in Wales:Pandemic Impacts &amp;amp; Diversity","year":2023,"lang":"en","type":"other","venue":"Bangor University Research Portal (Bangor University)","topic":"","field":"","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 College of the North","funders":"","keywords":"Diversity (politics); Traditional knowledge; Work (physics); Variety (cybernetics); Indigenous; Government (linguistics); Biodiversity; Field (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08809683502875335,"gpt":0.3363097529432094,"spread":0.2482129179144561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002823285,0.001333422,0.001527339,0.02134795,0.002015141,0.000223867,0.004379049,0.002073379,0.004661682],"category_scores_gemma":[0.0007999017,0.001708989,0.0008417339,0.009993506,0.001509185,0.001389718,0.006582418,0.00607012,0.01241604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003573362,"about_ca_system_score_gemma":0.001170937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06872028,"about_ca_topic_score_gemma":0.3233424,"domain_scores_codex":[0.9880682,0.002695968,0.0004702098,0.002580746,0.002929362,0.003255505],"domain_scores_gemma":[0.9942093,0.0008194516,0.0006175291,0.002281654,0.0004884787,0.001583593],"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":[0.000816615,0.0005964923,0.04130659,0.0003457094,0.0006835149,0.01054552,0.002858139,0.000008876425,0.000482239,0.007136545,0.9345328,0.0006870027],"study_design_scores_gemma":[0.003179014,0.0001070693,0.006406406,0.001122042,0.0002076032,0.0000479466,0.004228195,0.00001093425,0.000005759386,0.00007735933,0.9830052,0.001602437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05121383,0.0004489364,0.00003216665,0.0002215097,0.0005239619,0.002297089,0.004715301,0.004627728,0.9359195],"genre_scores_gemma":[0.0167507,0.0009026538,0.0003778935,0.00003718742,0.0004637782,0.000001041799,0.001167653,0.001748723,0.9785504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2546221,"threshold_uncertainty_score":0.9999417,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7039342222","doi":"","title":"Llais y Disgybl yng Nghymru: effaith y pandemig Covid-19:Rhan o Rwydwaith Tystiolaeth Gydweithredol","year":2023,"lang":"cy","type":"book","venue":"Bangor University Research Portal (Bangor University)","topic":"Libraries and Information Services","field":"Arts and Humanities","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 College of the North","funders":"","keywords":"Work (physics); Product (mathematics); Set (abstract data type)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1303140340024309,"gpt":0.2974050452960321,"spread":0.1670910112936012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.001997394,0.0015183,0.001774566,0.005906439,0.008377857,0.00166088,0.004497379,0.001491628,0.02405807],"category_scores_gemma":[0.000381354,0.001709772,0.001233165,0.002749112,0.004015449,0.005504609,0.003944388,0.003326669,0.0046577],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002394314,"about_ca_system_score_gemma":0.006795001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01194985,"about_ca_topic_score_gemma":0.01839241,"domain_scores_codex":[0.9894687,0.001284016,0.001032499,0.002134853,0.003121625,0.002958331],"domain_scores_gemma":[0.9903824,0.001825739,0.001138749,0.001937909,0.001766537,0.00294869],"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":[0.00112602,0.0003080935,0.0009066349,0.001737734,0.001329761,0.004883325,0.01575809,0.00008942713,0.00000669618,0.5566194,0.4162285,0.001006278],"study_design_scores_gemma":[0.003085804,0.0006775013,0.0003898403,0.0004953041,0.0004342381,0.00003022811,0.0932881,0.0002683784,0.000009253736,0.00105427,0.8985465,0.001720545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006826595,0.0002604017,0.0001373129,0.003740205,0.001391644,0.002878986,0.008437146,0.001472561,0.9748551],"genre_scores_gemma":[0.01450007,0.003238195,0.00006867258,0.0006930178,0.001764096,0.000003463467,0.004689993,0.0002424975,0.9748],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5555652,"threshold_uncertainty_score":0.9998046,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7017005467","doi":"","title":"Addysgu Llenyddiaethau yng Nghymru:Effeithiau’r Pandemig ac Amrywiaeth","year":2023,"lang":"cy","type":"other","venue":"Bangor University Research Portal (Bangor University)","topic":"","field":"","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 College of the North","funders":"","keywords":"Work (physics); Process (computing); Identification (biology); Noise (video)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08473088392821793,"gpt":0.3182730434367423,"spread":0.2335421595085244,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","bibliometrics","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.00637581,0.003651963,0.004006563,0.02252702,0.004940273,0.0006144779,0.01060822,0.005481347,0.05102091],"category_scores_gemma":[0.001914757,0.004852276,0.002992424,0.02512916,0.006961839,0.003079805,0.008928669,0.01077875,0.104537],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007596437,"about_ca_system_score_gemma":0.006640065,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03258964,"about_ca_topic_score_gemma":0.06251683,"domain_scores_codex":[0.9681207,0.007143964,0.001370484,0.006941488,0.007853371,0.008569978],"domain_scores_gemma":[0.9803876,0.003445888,0.001932501,0.005828139,0.003224921,0.005181009],"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":[0.003319913,0.002162819,0.01351744,0.001070483,0.005663754,0.07252789,0.003493321,0.00005655852,0.001244876,0.02667668,0.8662232,0.004043102],"study_design_scores_gemma":[0.008030917,0.001059008,0.006913157,0.001999611,0.001512757,0.0001243431,0.0497801,0.000191669,0.0001879948,0.00008938349,0.9257407,0.00437041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02679689,0.0008776117,0.0001063425,0.001207182,0.00212498,0.007075471,0.01454294,0.006573475,0.9406951],"genre_scores_gemma":[0.03218408,0.007154997,0.0003524887,0.00008428685,0.001800949,0.000006234273,0.00179653,0.004732816,0.9518876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07240355,"threshold_uncertainty_score":0.9990869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7053444033","doi":"","title":"Understanding the impact of the Covid-19 pandemic on aspects of literacy provision in schools across Wales.","year":2023,"lang":"en","type":"book","venue":"Bangor University Research Portal (Bangor University)","topic":"Electrostatic Discharge in Electronics","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 College of the North","funders":"","keywords":"Pandemic; Literacy; Government (linguistics); Coronavirus disease 2019 (COVID-19)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1117332956356556,"gpt":0.3506049011706771,"spread":0.2388716055350215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001303606,0.0004516031,0.0006266086,0.001535321,0.0004743842,0.00005446953,0.002024576,0.0004907566,0.000118492],"category_scores_gemma":[0.0003801991,0.0003751555,0.0005540431,0.002999662,0.0007258896,0.0003758621,0.0006617851,0.00278507,0.00002980842],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008276457,"about_ca_system_score_gemma":0.003562175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009648682,"about_ca_topic_score_gemma":0.00387866,"domain_scores_codex":[0.9962085,0.0004662152,0.0003641458,0.0005658737,0.001214012,0.001181244],"domain_scores_gemma":[0.9969132,0.001210984,0.0002812657,0.001015051,0.0002738274,0.0003056652],"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":[0.003597894,0.001103958,0.03939863,0.004567702,0.004718286,0.006813104,0.02933169,0.09423231,0.006453004,0.4989822,0.3082862,0.002515078],"study_design_scores_gemma":[0.04025627,0.0126286,0.03441718,0.01585677,0.001766875,0.0005433459,0.133601,0.0359311,0.003009221,0.1638482,0.5458859,0.01225558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4557354,0.0004371883,0.0009194245,0.0006807958,0.0004355163,0.006025943,0.003654617,0.0007954094,0.5313157],"genre_scores_gemma":[0.7915081,0.0008445964,0.000008247913,0.00001275765,0.00005080702,9.226179e-7,0.0001455659,0.000111003,0.207318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3357727,"threshold_uncertainty_score":0.9998701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2333650313","doi":"","title":"Towards a new understanding of the right of self-determination in the post-colonial context : the case of the Iraqi Kurdistan region","year":2015,"lang":"en","type":"dissertation","venue":"Bangor University Research Portal (Bangor University)","topic":"Post-Soviet Geopolitical Dynamics","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":"Secession; Sovereignty; Legitimacy; Colonialism; Context (archaeology); Political science; Principle of legality; State (computer science); Territorial integrity; Law; Law and economics; Political economy; Sociology; Politics; History","authors":[{"name":"Arsalan H. AlMizory","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06080059472297342,"gpt":0.3390973315088929,"spread":0.2782967367859195,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002037944,0.0002338718,0.0003987762,0.0006141919,0.001235095,0.00004357905,0.002604806,0.0004487977,0.00006956075],"category_scores_gemma":[0.0008561767,0.0001553523,0.0004192767,0.003069746,0.001839201,0.000353173,0.0003804256,0.0009743214,0.000001932025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330791,"about_ca_system_score_gemma":0.00441822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09097069,"about_ca_topic_score_gemma":0.4341792,"domain_scores_codex":[0.994672,0.002534517,0.0003235922,0.000370546,0.001505117,0.000594214],"domain_scores_gemma":[0.9964548,0.0008542376,0.0005801095,0.0007418969,0.001186996,0.0001819556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005879591,0.0002882734,0.001269808,0.000196859,0.0001355047,0.001194167,0.0893963,0.000005215674,0.00005899802,0.9028126,0.002806525,0.00124782],"study_design_scores_gemma":[0.001772697,0.0003653537,0.01349099,0.0004557052,0.0004662931,0.00005650627,0.944579,0.0001752118,0.0001665348,0.01283791,0.02521922,0.0004145475],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7995034,0.00004496641,0.00001762579,0.003709538,0.00033918,0.001916446,0.0002865371,0.00002611234,0.1941562],"genre_scores_gemma":[0.9789119,0.00006358526,0.00001297342,0.00002534848,0.00005868656,4.848072e-7,0.00004343098,0.00001592816,0.02086767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8899747,"threshold_uncertainty_score":0.9499479,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7074082426","doi":"","title":"Ni(II)-binding affinity of CcNikZ-II and its homologs:the role of the HH-prong and variable loop revealed by structural and mutational studies","year":2024,"lang":"en","type":"article","venue":"Bangor University Research Portal (Bangor University)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","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 Toronto","funders":"","keywords":"Variable (mathematics); Loop (graph theory); Class (philosophy); Mutation; Relation (database); Control theory (sociology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03253226197791165,"gpt":0.2900194754008396,"spread":0.2574872134229279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004546242,0.0001363509,0.0002629953,0.0003127666,0.0008051814,0.00001713412,0.0002193628,0.0001105338,0.00004008396],"category_scores_gemma":[0.0004098328,0.000104783,0.00005476675,0.0008612912,0.0008811713,0.0002549756,0.001046605,0.0004212527,7.465965e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000711783,"about_ca_system_score_gemma":0.0002126405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006045084,"about_ca_topic_score_gemma":0.0001251689,"domain_scores_codex":[0.9986854,0.0001847231,0.0001238091,0.0003143049,0.0004071719,0.0002845951],"domain_scores_gemma":[0.9986569,0.0006336657,0.00007360257,0.0001814353,0.000302684,0.0001516758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003604878,0.0007406036,0.4262335,0.00387955,0.004591405,0.003445976,0.01876402,0.00005184706,0.07204756,0.4231491,0.03057189,0.01291966],"study_design_scores_gemma":[0.01901604,0.007232216,0.5099319,0.005727168,0.00425852,0.001715126,0.2910542,0.008440303,0.04821618,0.006642965,0.09547466,0.002290817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919441,0.002781952,0.000005410454,0.000623105,0.00004054786,0.0003995626,0.0003249074,0.00002806282,0.003852406],"genre_scores_gemma":[0.9885143,0.0004547772,0.0001216679,0.000009485976,0.00002255245,2.838468e-7,0.00002721199,0.000008636391,0.01084108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4165061,"threshold_uncertainty_score":0.6192886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790795400","doi":"","title":"The practical difficulties of applying current trade mark law, actions for passing off and copyright law to literary fictional characters per se, independent of the original work","year":2017,"lang":"en","type":"dissertation","venue":"Bangor University Research Portal (Bangor University)","topic":"Intellectual Property Law","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":"Amateur; Law; Narrative; Advertising; Sociology; Business; Art; Political science; Literature","authors":[{"name":"Tamara Bukatz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1053215125890853,"gpt":0.3758231550127496,"spread":0.2705016424236643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008966666,0.0002367186,0.0003343543,0.0003678112,0.005986054,0.0002091892,0.001055805,0.0003144672,0.0001672897],"category_scores_gemma":[0.0003019997,0.000191216,0.0002957332,0.0006177322,0.001920758,0.0006885214,0.0002238933,0.0009768717,0.000005820797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004270969,"about_ca_system_score_gemma":0.00113639,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003024957,"about_ca_topic_score_gemma":0.02160869,"domain_scores_codex":[0.9968412,0.0006475627,0.00022854,0.0004741551,0.001222564,0.000585969],"domain_scores_gemma":[0.9972116,0.001071726,0.0003684755,0.0004047914,0.0006889142,0.0002544855],"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":[0.005224053,0.0006447936,0.0008821663,0.000439044,0.0006619773,0.0001068623,0.04396266,0.000006331158,0.0009659702,0.9046413,0.02880918,0.01365569],"study_design_scores_gemma":[0.0004130293,0.00009713091,0.004194492,0.0003135172,0.0001321982,0.000002627523,0.03666288,0.000009235726,0.0003311358,0.0001435112,0.9574631,0.0002370703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.556624,0.0004955105,0.0001020789,0.007372675,0.002731686,0.007295738,0.00104707,0.000123713,0.4242075],"genre_scores_gemma":[0.8940486,0.0005032403,0.0001255163,0.00002303724,0.0002487141,0.000007258201,0.0001647778,0.00003176132,0.1048471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.928654,"threshold_uncertainty_score":0.9962444,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}