{"meta":{"query_hash":"d2e6cda3fcc9","filters":{"venue":"JISC Information Environment Repository (Jisc)"},"cohort_total":11,"direct_labels_cover":0,"predictions_cover":11,"exported":11,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/d2e6cda3fcc9","api":"https://metacan.xera.ac/api/v1/cohort?venue=JISC+Information+Environment+Repository+%28Jisc%29"},"results":[{"id":"W605808831","doi":"10.25561/9024","title":"Developing tools to inform the management of research and translating existing good practice","year":2010,"lang":"en","type":"article","venue":"JISC Information Environment Repository (Jisc)","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Salford Manchester; University of Leeds; Joint Information Systems Committee; Newcastle University; York University; University of Nottingham; Imperial College London","keywords":"Engineering ethics; Computer science; Data science; Engineering","score_opus":0.5114409146741538,"score_gpt":0.6129884599693994,"score_spread":0.10154754529524568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W605808831","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5807436,0.000013087423,0.013603734,0.061914537,0.0009929889,0.0055202576,0.000030591644,0.00011237561,0.3370688],"genre_scores_gemma":[0.9288714,0.00003697064,0.061684307,0.006352034,0.00020361363,0.0008078074,0.000016923837,0.000018756467,0.0020082179],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99614704,0.0003437711,0.001517759,0.00018847911,0.0011809409,0.000622013],"domain_scores_gemma":[0.9968915,0.0015401256,0.000699329,0.00048454694,0.00019027427,0.00019424073],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0069192876,0.00014321947,0.00016471246,0.00022096306,0.0026111866,0.000098110526,0.00033978024,0.00011328461,0.00009678002],"category_scores_gemma":[0.0005870798,0.000112012705,0.000024490513,0.00046720362,0.00018743012,0.0023011693,0.00034405326,0.0008136031,0.00025798765],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025524313,0.00011051222,0.02912967,0.004552586,0.00019207636,0.000011833527,0.48481542,0.0005976447,0.007762391,0.3188783,0.0057624574,0.14793187],"study_design_scores_gemma":[0.0006046131,0.0001030816,0.060210336,0.0002073236,0.00001711527,0.000015305897,0.056368086,0.00026324927,0.0009870506,0.00017348211,0.8808683,0.00018204792],"about_ca_topic_score_codex":0.00013445,"about_ca_topic_score_gemma":0.00001967503,"teacher_disagreement_score":0.87510586,"about_ca_system_score_codex":0.00028888884,"about_ca_system_score_gemma":0.00024228555,"threshold_uncertainty_score":0.99868727},"labels":[],"label_agreement":null},{"id":"W6995185911","doi":"","title":"UKERNA SLA 2005-6","year":2005,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queen's University; University of Birmingham; University of Bristol; Cardiff University; University of Glasgow; University of Reading; University of Nottingham; University of Leeds; University of Oxford; University of Greenwich; University of Dundee","keywords":"Mean time between failures; Service (business); Failure rate; Remainder; Duration (music)","score_opus":0.00521489348213699,"score_gpt":0.22144788159160267,"score_spread":0.21623298810946567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6995185911","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00039003894,0.0012555536,0.00021226407,0.000781918,0.00035573213,0.0013438693,0.00007180907,0.00026195907,0.9953269],"genre_scores_gemma":[0.0040923883,0.0021229684,0.0013356865,0.00045718532,0.0011675347,0.00022667488,0.0010868667,0.00017738293,0.98933333],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99727017,0.000050665374,0.0006793705,0.00031241667,0.0011269843,0.0005604022],"domain_scores_gemma":[0.99812543,0.00002182434,0.00048544552,0.0009100614,0.000016373811,0.0004408616],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00015233111,0.0004750544,0.0005081909,0.00042486368,0.0001399011,0.00008139248,0.00018015516,0.00045479214,0.012532093],"category_scores_gemma":[0.000014324302,0.0003901569,0.00025332562,0.000065162516,0.00014643249,0.00034813466,0.00010764365,0.00046086704,0.009345897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010012515,0.0003551681,0.0042662094,0.0002576246,0.0005192165,0.00012084711,0.000164564,0.00004298837,0.000117575975,0.00014178555,0.9820352,0.011878648],"study_design_scores_gemma":[0.0016402642,0.00025369858,0.00691195,0.00021727469,0.00018631303,0.0001536054,0.00005802274,0.00009611237,0.00069456676,0.0000020917103,0.9894525,0.00033359553],"about_ca_topic_score_codex":0.00016611593,"about_ca_topic_score_gemma":0.0000108835,"teacher_disagreement_score":0.011545052,"about_ca_system_score_codex":0.0007241513,"about_ca_system_score_gemma":0.00014284386,"threshold_uncertainty_score":0.99985504},"labels":[],"label_agreement":null},{"id":"W7016266438","doi":"","title":"Worcester Learning Box Repository Project Final Report","year":2012,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of the West of England; Coventry University; Joint Information Systems Committee; University of Southampton; Trent University; Oxford Brookes University; University of Worcester; Nottingham Trent University","keywords":"Project management; Project planning; Web application; Web site","score_opus":0.012219497729499908,"score_gpt":0.21674132490659015,"score_spread":0.20452182717709025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7016266438","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010557359,0.00080365787,0.001086109,0.000049368133,0.00267566,0.0023666613,0.000052916366,0.0017039557,0.99020594],"genre_scores_gemma":[0.007388217,0.00009963669,0.0019582286,0.00019659821,0.0026455137,0.000731465,0.0020942288,0.0013349579,0.98355114],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99216384,0.0005239629,0.0026807731,0.0009187515,0.0024438293,0.0012688463],"domain_scores_gemma":[0.99173176,0.00006793833,0.0054271095,0.002325195,0.000056829143,0.00039113566],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0010375236,0.0014180149,0.0010714582,0.0013343127,0.0007321334,0.0005525687,0.0007686799,0.0013201697,0.0024236625],"category_scores_gemma":[0.000076274904,0.0013816077,0.0005811144,0.0003062366,0.0004506785,0.0028440598,0.0005223095,0.0017014612,0.013577762],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013123902,0.00029852908,0.012270988,0.0005175605,0.0005506204,0.00044514524,0.0021732422,0.00094397616,0.0013814371,0.000053070577,0.9802804,0.0009537844],"study_design_scores_gemma":[0.00085854775,0.00014576217,0.0031802645,0.00041888538,0.00042363605,0.0029545561,0.00035214928,0.00016229138,0.0015065083,0.0000018172178,0.98843914,0.001556457],"about_ca_topic_score_codex":0.0005389668,"about_ca_topic_score_gemma":0.0000053689455,"teacher_disagreement_score":0.011154099,"about_ca_system_score_codex":0.0014911302,"about_ca_system_score_gemma":0.00026940298,"threshold_uncertainty_score":0.99997634},"labels":[],"label_agreement":null},{"id":"W7018947324","doi":"","title":"Embedding GeoCrossWalk Final Report","year":2010,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; Joint Information Systems Committee; King's College London","keywords":"","score_opus":0.006790035037162255,"score_gpt":0.2223283233704714,"score_spread":0.21553828833330915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7018947324","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002571785,0.00018345844,0.0014290594,0.00007403528,0.0030401007,0.0015560689,0.00027438073,0.0013381165,0.989533],"genre_scores_gemma":[0.0056881825,0.00006908211,0.004058787,0.00018887449,0.0018102047,0.00039191445,0.003002718,0.0011858708,0.9836044],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940083,0.000113490845,0.0020996367,0.0007707975,0.0020796414,0.00092815474],"domain_scores_gemma":[0.9931935,0.000044110413,0.003852616,0.0024824056,0.000043761644,0.0003836184],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007495237,0.0011194994,0.0008541788,0.0009476026,0.0005463251,0.00054113456,0.00075960835,0.001487702,0.009913816],"category_scores_gemma":[0.00008931429,0.0011216305,0.00046388424,0.00019081922,0.0004755021,0.001779057,0.0004313107,0.0015126604,0.03109576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055991586,0.0001803843,0.0014196958,0.00025691223,0.0002913081,0.00043689494,0.000673376,0.0013390835,0.0031043026,0.00011940571,0.99041903,0.001703609],"study_design_scores_gemma":[0.0008179769,0.00006265195,0.0016876672,0.00018975009,0.00019489792,0.0016525844,0.00011333918,0.0008222458,0.0018609538,0.0000124852995,0.9913517,0.0012337471],"about_ca_topic_score_codex":0.00034485693,"about_ca_topic_score_gemma":0.000019874036,"teacher_disagreement_score":0.021181943,"about_ca_system_score_codex":0.00085576985,"about_ca_system_score_gemma":0.00020256151,"threshold_uncertainty_score":0.99980855},"labels":[],"label_agreement":null},{"id":"W7032636655","doi":"","title":"UKERNA SLA 2004-5","year":2004,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queen's University; University of Birmingham; University of Bristol; Cardiff University; University of Glasgow; University of Oxford; University of Reading; University of Nottingham; University of Leeds; University of Aberdeen; University of Greenwich; University of Dundee","keywords":"","score_opus":0.0032011547161190515,"score_gpt":0.1720406893171377,"score_spread":0.16883953460101864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7032636655","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018079802,0.00091574213,0.0011561337,0.000092506154,0.0015903183,0.0017087194,0.00035504787,0.001243397,0.9927573],"genre_scores_gemma":[0.0046448773,0.00027641887,0.0017004234,0.00039941355,0.0013016982,0.0003626034,0.0019354083,0.0011643068,0.98821485],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948795,0.00012832577,0.0015589688,0.00061042485,0.001973192,0.0008496329],"domain_scores_gemma":[0.9953365,0.000025184956,0.0023339698,0.0019019374,0.000025433515,0.00037701774],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00033816372,0.0011160215,0.0007780065,0.000976842,0.0003328122,0.0003408399,0.00079429225,0.0010638569,0.009130175],"category_scores_gemma":[0.000024796587,0.0011112196,0.0004138882,0.00022231946,0.000368526,0.0016064527,0.00028321266,0.00078999647,0.10913569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044034892,0.00019603941,0.00047222458,0.0002587843,0.00032850838,0.000045743647,0.00059285597,0.0038508452,0.00055944326,0.0006985587,0.9919187,0.0010342802],"study_design_scores_gemma":[0.0013821517,0.000096828706,0.0012517136,0.0003169203,0.0002022743,0.00013377136,0.00011905494,0.00011097563,0.0011550603,0.000027491385,0.9939893,0.0012144867],"about_ca_topic_score_codex":0.00052452367,"about_ca_topic_score_gemma":0.000015300058,"teacher_disagreement_score":0.100005515,"about_ca_system_score_codex":0.0025081534,"about_ca_system_score_gemma":0.00022436857,"threshold_uncertainty_score":0.99913377},"labels":[],"label_agreement":null},{"id":"W7033646563","doi":"","title":"Research information management (draft, to be published in the Digital Information Review #2 series, by Chandos Publishing.)","year":2013,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Debt; Context (archaeology); Information technology; Pie chart; Public sector; Digital economy; Subject (documents); Public policy","score_opus":0.012383062398761283,"score_gpt":0.24138005289435344,"score_spread":0.22899699049559216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7033646563","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004779608,0.0008384712,0.0006985711,0.009629707,0.0006563185,0.0068301535,0.00052354403,0.00022985728,0.9801154],"genre_scores_gemma":[0.015898244,0.02554563,0.0024141918,0.030883314,0.0014666149,0.019166155,0.035239775,0.0005901079,0.868796],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928786,0.00032349786,0.0017477818,0.00033297695,0.0037655828,0.00095154264],"domain_scores_gemma":[0.9971724,0.000080370715,0.0009256707,0.0013828541,0.00014890451,0.00028978524],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.003702746,0.0005134898,0.0005144715,0.0013482502,0.00038841317,0.0099539105,0.0017848114,0.00040512142,0.0039791004],"category_scores_gemma":[0.00025903666,0.00037914788,0.00013031323,0.00085511536,0.0001985338,0.037082244,0.0008814061,0.0008318419,0.008111574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023195902,0.0000654227,0.000026408978,0.0015037669,0.000024023275,0.000002564778,0.0010692003,0.000034706733,0.00002285835,0.0011481417,0.98444545,0.011634282],"study_design_scores_gemma":[0.00052611186,0.00011351255,0.00027972567,0.00076854025,0.000018011058,0.00001747368,0.0014166405,0.00006659617,0.00017974814,0.00002043465,0.9961617,0.00043153326],"about_ca_topic_score_codex":0.00065961364,"about_ca_topic_score_gemma":0.000009221159,"teacher_disagreement_score":0.111319445,"about_ca_system_score_codex":0.00065371045,"about_ca_system_score_gemma":0.00012209892,"threshold_uncertainty_score":0.99986607},"labels":[],"label_agreement":null},{"id":"W7051222078","doi":"","title":"UKERNA SLA 2006-7","year":2006,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"Advanced Electrical Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Bristol; University of Aberdeen; Cardiff University; Queen's University; University of Birmingham; University of Glasgow; University of Oxford; University of Reading; Joint Information Systems Committee; University of Leeds; Department for Employment and Learning, Northern Ireland; University of Nottingham; Scottish Funding Council; University of Greenwich; University of Dundee","keywords":"Memorandum; Memorandum of understanding; Work (physics); Higher education","score_opus":0.002394361092080971,"score_gpt":0.15213644643670282,"score_spread":0.14974208534462186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7051222078","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000027324502,0.000971567,0.06442094,0.000022309705,0.00055231206,0.0007315471,0.000044223456,0.0025154944,0.9307143],"genre_scores_gemma":[0.014816014,0.0015136673,0.015409518,0.00028444268,0.0015761997,0.0007416892,0.0010155017,0.0010739971,0.963569],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978746,0.000026649945,0.0007204572,0.00022302924,0.0007215977,0.0004336552],"domain_scores_gemma":[0.99889517,0.0000144540045,0.00033169964,0.0006385985,0.000010840143,0.00010921485],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009374312,0.0005262283,0.00037575292,0.00038068308,0.0000856861,0.000078953184,0.00030127907,0.0005008818,0.00032447468],"category_scores_gemma":[0.000007423893,0.000538473,0.00013934005,0.000120519646,0.00006308275,0.00053518073,0.00005339358,0.000448877,0.0007950285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037493214,0.000031611507,0.00014435362,0.00017392375,0.00007675101,0.0000072804305,0.000026742024,0.007389432,0.0010620869,0.00015415506,0.98466104,0.006268848],"study_design_scores_gemma":[0.00022055913,0.00003938365,0.0003188613,0.00009745184,0.000045675562,0.000013222472,0.0000047880303,0.0011538279,0.007264811,0.000032466083,0.9902215,0.0005874602],"about_ca_topic_score_codex":0.00006304572,"about_ca_topic_score_gemma":0.000004243392,"teacher_disagreement_score":0.04901142,"about_ca_system_score_codex":0.0006904454,"about_ca_system_score_gemma":0.00001483857,"threshold_uncertainty_score":0.99998295},"labels":[],"label_agreement":null},{"id":"W7060238446","doi":"","title":"UKERNA MoU 2006-7","year":2006,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Bristol; University of Aberdeen; Cardiff University; Queen's University; University of Birmingham; University of Glasgow; University of Oxford; University of Reading; Joint Information Systems Committee; University of Leeds; Department for Employment and Learning, Northern Ireland; University of Nottingham; Scottish Funding Council; University of Greenwich; University of Dundee","keywords":"","score_opus":0.0024939175431211344,"score_gpt":0.17739682166163878,"score_spread":0.17490290411851764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7060238446","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019553464,0.00009580797,0.0019535716,0.0002345963,0.0003984023,0.0009264034,0.00017515838,0.00011843712,0.99590206],"genre_scores_gemma":[0.0023900615,0.000024490919,0.00040107,0.00007465878,0.00084752805,0.00022787979,0.0011932056,0.00012230132,0.9947188],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975591,0.00005714911,0.0007263015,0.00029833167,0.0009299589,0.00042917687],"domain_scores_gemma":[0.99838567,0.000021894086,0.00064387755,0.000781227,0.000018391584,0.00014896951],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00013248104,0.00043509406,0.00033266848,0.0003257552,0.00017143194,0.00019194702,0.00037979629,0.00020571957,0.20228536],"category_scores_gemma":[0.0000020010023,0.00041613355,0.00018904268,0.000088614244,0.000113540584,0.0001260388,0.00023023722,0.00036060717,0.0031033137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058815003,0.00009960386,0.001739711,0.000056296925,0.00007182379,0.0000029182893,0.000050420913,0.00008920107,0.00012004188,0.0004814207,0.96941924,0.027863445],"study_design_scores_gemma":[0.0005413473,0.00004322277,0.001820449,0.00005194291,0.000046311397,0.0000016137124,0.00010247053,0.00037758888,0.0003958934,0.000012536534,0.996186,0.00042059776],"about_ca_topic_score_codex":0.003831088,"about_ca_topic_score_gemma":0.0000182432,"teacher_disagreement_score":0.19918205,"about_ca_system_score_codex":0.000062828985,"about_ca_system_score_gemma":0.00007483983,"threshold_uncertainty_score":0.99982905},"labels":[],"label_agreement":null},{"id":"W7061816198","doi":"","title":"Shared Services Study Report 2 - The software currently in use for administrative systems in UK FE and HE","year":2012,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dominance (genetics); Higher education; Product (mathematics); Market share; Quarter (Canadian coin); Blackboard (design pattern); Variety (cybernetics)","score_opus":0.015351037592857351,"score_gpt":0.22569965935892664,"score_spread":0.21034862176606928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7061816198","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9708708,0.0025841794,0.0017020092,0.000041784428,0.002406332,0.008276398,0.00038118576,0.00042933662,0.013307989],"genre_scores_gemma":[0.99034977,0.000105265935,0.00021976129,0.000019667705,0.00018567078,0.0009404247,0.0003668475,0.00012121705,0.0076913894],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99854714,0.000039837105,0.0007324275,0.00016985899,0.00025984657,0.0002508899],"domain_scores_gemma":[0.9991518,0.00004408084,0.00033126792,0.0003989042,0.0000069741286,0.00006692764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002223959,0.00029492803,0.00029810876,0.00015779416,0.00007072246,0.00023082731,0.00015309846,0.0001890142,0.000022791444],"category_scores_gemma":[0.0000081133385,0.00023325995,0.000042013344,0.00007499523,0.000031599226,0.0007690532,0.000059588387,0.0002058634,0.000014739458],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007308293,0.0005864865,0.9317989,0.002230036,0.0004915736,0.00010015534,0.012700715,0.02608468,0.00012965211,0.00007050951,0.023757229,0.001976991],"study_design_scores_gemma":[0.002094513,0.00021971621,0.36482686,0.0006293301,0.00020619876,0.00012505063,0.0058636745,0.045275822,0.00008982814,0.000006411367,0.5794362,0.0012264271],"about_ca_topic_score_codex":0.00035843684,"about_ca_topic_score_gemma":0.00019659326,"teacher_disagreement_score":0.566972,"about_ca_system_score_codex":0.00019322788,"about_ca_system_score_gemma":0.00001568926,"threshold_uncertainty_score":0.95120645},"labels":[],"label_agreement":null},{"id":"W7062096671","doi":"","title":"Shared Services Study Report 1 - The current landscape of shared systems implementation and planning for administrative systems in UK FE and HE","year":2012,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Service (business); Sample (material); Higher education; Creating shared value; Nothing; Sharing economy","score_opus":0.018168514399410553,"score_gpt":0.2951114624007835,"score_spread":0.276942948001373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7062096671","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3139962,0.012289288,0.0024010856,0.0004367759,0.0036869633,0.049138825,0.0032677818,0.00015887103,0.6146242],"genre_scores_gemma":[0.969883,0.0000348193,0.000053595028,0.000005369827,0.00042040658,0.0023533686,0.001997901,0.000057870635,0.025193641],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981052,0.00009783315,0.00089370663,0.00022566537,0.00046149138,0.00021604805],"domain_scores_gemma":[0.9983887,0.00006655828,0.001110339,0.00033436707,0.000025677535,0.000074366835],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00045359903,0.00025667416,0.00033635442,0.00019229912,0.00012958578,0.00022652416,0.00014637037,0.000062833315,0.0018393856],"category_scores_gemma":[0.0000024355031,0.00019513204,0.000041473544,0.000057306675,0.000041040967,0.00015170129,0.00014055749,0.000158501,0.0000045234165],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015527497,0.0005562847,0.83332986,0.0036113197,0.00078001607,0.000009032566,0.01925766,0.00023975945,0.0001569098,0.00041101698,0.11218484,0.029308027],"study_design_scores_gemma":[0.0026357234,0.00038003802,0.13814618,0.0006575704,0.00024833626,0.0000115827615,0.08258636,0.0033302247,0.000039398226,0.0000033179415,0.771441,0.000520276],"about_ca_topic_score_codex":0.0016926676,"about_ca_topic_score_gemma":0.000033158303,"teacher_disagreement_score":0.6951837,"about_ca_system_score_codex":0.000023751318,"about_ca_system_score_gemma":0.000047922695,"threshold_uncertainty_score":0.9990731},"labels":[],"label_agreement":null},{"id":"W7066513149","doi":"","title":"The Human and Organisational Issues associated with network security","year":2012,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Aberdeen; University of St Andrews; De Montfort University; Trent University; Nottingham Trent University","keywords":"Institution; Information security; Network security; Cloud computing security; Security information and event management; Data security; Security through obscurity; Security service","score_opus":0.0029178240340943075,"score_gpt":0.17615194325444972,"score_spread":0.17323411922035542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7066513149","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025172226,0.0009639933,0.00076290657,0.0008779193,0.0010510721,0.0014224793,0.00010548252,0.0008593906,0.9687845],"genre_scores_gemma":[0.7650237,0.00006580446,0.000118746764,0.00005868505,0.0008796205,0.000097592914,0.00017334874,0.000097780634,0.23348473],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99890435,0.00005043109,0.00033402242,0.00014071038,0.0003347621,0.00023575594],"domain_scores_gemma":[0.9989395,0.000032978787,0.00064300856,0.00030935497,0.000014271178,0.000060878756],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001560789,0.00024278868,0.00018957154,0.00007207717,0.00063507137,0.00019451152,0.00014307346,0.00018137433,0.001144232],"category_scores_gemma":[0.0000042227502,0.00017090327,0.000050817896,0.000071078764,0.00019200513,0.000310025,0.00006543568,0.00025346817,0.00011542431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012195262,0.00009874503,0.11329552,0.000029798699,0.00080000807,6.972037e-7,0.0011352372,0.0012284301,0.000023687999,0.021452757,0.857628,0.0042949114],"study_design_scores_gemma":[0.00025267762,0.000030674313,0.015813554,0.000027698441,0.0000464347,0.000001842164,0.00032822732,0.00017564365,0.00011616916,0.00025521748,0.9826975,0.00025439885],"about_ca_topic_score_codex":0.00005994932,"about_ca_topic_score_gemma":0.0000047494045,"teacher_disagreement_score":0.7398515,"about_ca_system_score_codex":0.0000830195,"about_ca_system_score_gemma":0.000017544337,"threshold_uncertainty_score":0.99976885},"labels":[],"label_agreement":null}]}