{"meta":{"query_hash":"9c229024619d","filters":{"venue":"Royal Holloway Digital Repository (University of London)"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/9c229024619d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Royal+Holloway+Digital+Repository+%28University+of+London%29"},"results":[{"id":"W6985811881","doi":"","title":"Place Memes","year":2012,"lang":"en","type":"report","venue":"Royal Holloway Digital Repository (University of London)","topic":"Legal and Regulatory Analysis","field":"Social Sciences","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":"Selection (genetic algorithm); Tourism; Indigenous; Toponymy; Order (exchange); Reflection (computer programming)","score_opus":0.01988534968200838,"score_gpt":0.23016021272968135,"score_spread":0.21027486304767296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6985811881","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":[0.06731581,0.0022314899,0.000031764746,0.000106656546,0.0016112291,0.00021210608,0.000085585816,0.00014932152,0.92825603],"genre_scores_gemma":[0.51841205,0.00019127969,0.000030024872,0.000003712785,0.0005593844,2.2445938e-7,0.000034112487,0.000018062316,0.48075116],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965667,0.00015503218,0.00031893162,0.00050053356,0.0019127623,0.0005460226],"domain_scores_gemma":[0.9976394,0.0001384124,0.0006479979,0.0004799943,0.0006373764,0.00045683028],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00049535744,0.00032916272,0.0007571459,0.00019917348,0.0010632585,0.00016729196,0.0008248709,0.0006702809,0.00043702265],"category_scores_gemma":[0.00013208286,0.00036279176,0.0009531179,0.00039156727,0.0010111429,0.0009062899,0.0002597363,0.00040257978,0.00015226383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075852586,0.002910445,0.19378804,0.0020179194,0.008162739,0.0030334096,0.037235234,0.0004997676,0.0002721388,0.0059717274,0.65142995,0.093920104],"study_design_scores_gemma":[0.00024407469,0.000048259015,0.00366793,0.00013446157,0.00049632334,0.000011132181,0.0039003831,0.0000072643093,0.00004045747,0.00003618319,0.99092996,0.00048356914],"about_ca_topic_score_codex":0.008575713,"about_ca_topic_score_gemma":0.0012395416,"teacher_disagreement_score":0.45109624,"about_ca_system_score_codex":0.00063058204,"about_ca_system_score_gemma":0.0020573195,"threshold_uncertainty_score":0.9998824},"labels":[],"label_agreement":null},{"id":"W7004603745","doi":"","title":"Place Memes","year":2012,"lang":"en","type":"report","venue":"Royal Holloway Digital Repository (University of London)","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","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":"Selection (genetic algorithm); Tourism; Indigenous; Toponymy; Order (exchange); Reflection (computer programming)","score_opus":0.026086973679381033,"score_gpt":0.17945536329464692,"score_spread":0.1533683896152659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7004603745","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":[0.6177671,0.0017153464,0.0000035540934,0.000027914324,0.000727862,0.00019462126,0.00080626004,0.000073493706,0.37868384],"genre_scores_gemma":[0.8799295,0.0002621681,0.00004146399,0.000006742705,0.0005349027,4.004883e-7,0.00041485394,0.000002474496,0.118807495],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99824005,0.00004663443,0.00024371431,0.0004089262,0.0006772345,0.0003834527],"domain_scores_gemma":[0.998728,0.00020473477,0.00043815415,0.00014216543,0.00023658256,0.0002504058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013210662,0.00031107652,0.00051894225,0.000023737057,0.0002821429,0.000077683544,0.0006067302,0.0004557667,0.00026850458],"category_scores_gemma":[0.00003354296,0.00017533339,0.00044337162,0.00015981689,0.00017306041,0.00022676725,0.00026027262,0.00028697238,0.000092688926],"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":[0.0007573521,0.0016448875,0.26787376,0.0006564459,0.0013582339,0.0011955823,0.00035978577,0.0001031319,0.019258033,0.00011042103,0.25629246,0.4503899],"study_design_scores_gemma":[0.00013791029,0.00020154573,0.055966258,0.00010698251,0.00012569102,0.000079672776,0.00024657106,0.000007918826,0.00051986024,0.000010530948,0.9421352,0.00046182532],"about_ca_topic_score_codex":0.00073782494,"about_ca_topic_score_gemma":0.00033061317,"teacher_disagreement_score":0.68584275,"about_ca_system_score_codex":0.00011429413,"about_ca_system_score_gemma":0.00014763529,"threshold_uncertainty_score":0.7149888},"labels":[],"label_agreement":null},{"id":"W7009881817","doi":"","title":"Fires sweep across the Mid-Cretaceous landscapes of Nova Scotia","year":2002,"lang":"en","type":"article","venue":"Royal Holloway Digital Repository (University of London)","topic":"Coal and Its By-products","field":"Earth and Planetary Sciences","cited_by":2,"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":"Cretaceous; Nova scotia; Charcoal; Carboniferous; Sedimentary depositional environment","score_opus":0.010513455172760472,"score_gpt":0.17105437509598811,"score_spread":0.16054091992322764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009881817","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":[0.95268524,0.0015622795,0.0000085411275,0.00017391008,0.00033621816,0.00010791157,0.00012506395,0.000031912663,0.044968933],"genre_scores_gemma":[0.9848646,0.00002657077,0.000041406834,0.000012931847,0.0000742683,1.2146843e-8,0.000020681002,0.0000035801438,0.014955949],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988923,0.000033105483,0.00016917707,0.0002776911,0.00035442878,0.00027330223],"domain_scores_gemma":[0.99918795,0.00012562977,0.00016679823,0.000319432,0.000100273974,0.000099922196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000745936,0.00014722988,0.00024516994,0.0000357589,0.00025411788,0.00007417033,0.00050581066,0.00007015758,0.00062405795],"category_scores_gemma":[0.000041925294,0.00011873625,0.00016134867,0.0002561186,0.00030167378,0.0004283736,0.00006750271,0.00012613731,0.00023101694],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003217801,0.00021155494,0.85264015,0.00015074214,0.00019818812,0.00032227382,0.003304627,0.003197679,0.00057102647,0.0000161801,0.009206289,0.12985948],"study_design_scores_gemma":[0.0010895933,0.00064762763,0.95298725,0.00008835605,0.0000803944,0.00010174455,0.0033157857,0.0051339394,0.0032346437,0.000049168317,0.032797214,0.00047425771],"about_ca_topic_score_codex":0.0041650077,"about_ca_topic_score_gemma":0.0031859782,"teacher_disagreement_score":0.12938522,"about_ca_system_score_codex":0.0000050210656,"about_ca_system_score_gemma":0.000024640303,"threshold_uncertainty_score":0.68329966},"labels":[],"label_agreement":null},{"id":"W7014958016","doi":"","title":"Review of Konstan (D.) The Emotions of the Ancient Greeks. Studies in Aristotle and Classical Literature. Pp. xvi + 422. Toronto, Buffalo and London: University of Toronto Press, 2006","year":2007,"lang":"en","type":"report","venue":"Royal Holloway Digital Repository (University of London)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sequence (biology); Interpretation (philosophy); Symbol (formal); Reflexive pronoun","score_opus":0.022008757396447073,"score_gpt":0.2481551150868946,"score_spread":0.22614635769044755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7014958016","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07972829,0.80882543,0.000019352505,0.000054496017,0.00058691483,0.0013692215,0.0021917657,0.00004289423,0.10718165],"genre_scores_gemma":[0.6919473,0.2863907,0.00019728404,0.000016995065,0.000108642475,8.6412274e-7,0.00011750032,0.00009328094,0.02112745],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99582815,0.0003549402,0.0009110057,0.0008350235,0.0016031223,0.000467727],"domain_scores_gemma":[0.9941052,0.00040450125,0.0021789863,0.0012754517,0.0018120887,0.00022375623],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009921908,0.0006005932,0.0018495845,0.00007529028,0.0003763289,0.00003990338,0.0010088505,0.000481912,0.000026898268],"category_scores_gemma":[0.00037042017,0.0005114888,0.00074163615,0.00036589554,0.003370198,0.0009346572,0.0013103718,0.00059447903,0.0000015983833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036782108,0.0062092263,0.13065094,0.088736504,0.0069226404,0.002306298,0.01732578,0.00016198083,0.0017765071,0.001801412,0.71758103,0.022849474],"study_design_scores_gemma":[0.004343675,0.0011782314,0.23104735,0.06746204,0.0034985952,0.0006075577,0.013237325,0.00011482786,0.00029050198,0.00008476456,0.67640156,0.0017335992],"about_ca_topic_score_codex":0.0232701,"about_ca_topic_score_gemma":0.027662288,"teacher_disagreement_score":0.612219,"about_ca_system_score_codex":0.0015888842,"about_ca_system_score_gemma":0.0008947602,"threshold_uncertainty_score":0.9997337},"labels":[],"label_agreement":null},{"id":"W7034297465","doi":"","title":"Toponymic Constraints in Wemindji","year":2012,"lang":"en","type":"article","venue":"Royal Holloway Digital Repository (University of London)","topic":"Nanofabrication and Lithography Techniques","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":"Toponymy; Population; Indigenous; Range (aeronautics); Graph","score_opus":0.004625033521740911,"score_gpt":0.16623917726302997,"score_spread":0.16161414374128907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7034297465","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":[0.77990216,0.00023754811,0.0016719401,0.000006353517,0.00015524385,0.000097704215,0.000013154629,0.00022463694,0.21769126],"genre_scores_gemma":[0.99725276,0.000013113183,0.0005905651,0.0000041158887,0.000022479315,3.8332803e-7,0.0000061593655,0.000010354807,0.0021000379],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994303,0.000011766356,0.00012251246,0.00010393512,0.00012424507,0.00020725896],"domain_scores_gemma":[0.9996356,0.000028478784,0.000038115977,0.00016401907,0.000025005886,0.00010881507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050883686,0.00010284851,0.00015436254,0.00014110848,0.000038188173,0.00001787457,0.00016338538,0.000083947336,0.00004204988],"category_scores_gemma":[0.000005842605,0.00013136464,0.000105389896,0.00020653161,0.0001317365,0.00042056633,0.000031315445,0.000105103434,0.000028449023],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085474814,0.0006539329,0.856603,0.00022929598,0.00017775453,0.00016063335,0.0025609317,0.0003858549,0.01611947,0.0036607534,0.0078543285,0.11150853],"study_design_scores_gemma":[0.0024901617,0.00020969518,0.8295883,0.00029303256,0.00007739603,0.00011482091,0.0037209594,0.0018673914,0.033808753,0.0002418363,0.12615682,0.0014308634],"about_ca_topic_score_codex":0.000021327125,"about_ca_topic_score_gemma":0.0000032627238,"teacher_disagreement_score":0.21735063,"about_ca_system_score_codex":0.00005675945,"about_ca_system_score_gemma":0.00001391993,"threshold_uncertainty_score":0.5356894},"labels":[],"label_agreement":null},{"id":"W7051274203","doi":"","title":"Place Memes","year":2012,"lang":"en","type":"article","venue":"Royal Holloway Digital Repository (University of London)","topic":"Electrostatic Discharge in Electronics","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":"Selection (genetic algorithm); Tourism; Indigenous; Toponymy; Order (exchange); Reflection (computer programming)","score_opus":0.0036065763447139954,"score_gpt":0.1570260545253404,"score_spread":0.1534194781806264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7051274203","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":[0.85448974,0.0011937352,0.0013365931,0.000012653332,0.00030835462,0.000099093886,0.000016085554,0.00026365693,0.14228007],"genre_scores_gemma":[0.98430914,0.000024386698,0.0003381924,0.0000049081127,0.000060677903,3.0437295e-7,0.000012184594,0.000028336945,0.015221867],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990071,0.000013665674,0.00013095653,0.00013708012,0.00024600478,0.0004651751],"domain_scores_gemma":[0.99942875,0.00006282404,0.00005282126,0.00023874293,0.000044250355,0.00017259338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000054177195,0.00016376993,0.00021069539,0.00006234743,0.00009896822,0.000036427653,0.0002603549,0.00008594149,0.000045208453],"category_scores_gemma":[0.000013893585,0.00020638682,0.00013085354,0.00015195047,0.000083103114,0.00074823666,0.000054992503,0.00017151209,0.00009800376],"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":[0.0011735532,0.0036826995,0.3386829,0.0024575912,0.0049867476,0.0009054957,0.023582043,0.08298354,0.13260815,0.036445424,0.25269473,0.11979716],"study_design_scores_gemma":[0.008367805,0.0018441525,0.06390305,0.0005212922,0.0008773436,0.0005285775,0.009032293,0.062295552,0.17388174,0.0011918573,0.671766,0.005790365],"about_ca_topic_score_codex":0.000018128072,"about_ca_topic_score_gemma":0.0000074798245,"teacher_disagreement_score":0.41907126,"about_ca_system_score_codex":0.00014167011,"about_ca_system_score_gemma":0.00003892208,"threshold_uncertainty_score":0.841621},"labels":[],"label_agreement":null},{"id":"W7060516885","doi":"","title":"Honeycomb Arrays","year":2010,"lang":"en","type":"article","venue":"Royal Holloway Digital Repository (University of London)","topic":"Advanced Frequency and Time Standards","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":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Honeycomb; Honeycomb structure; Hexagonal crystal system; Golomb coding; Topology (electrical circuits)","score_opus":0.0031592095408733015,"score_gpt":0.17732583618622028,"score_spread":0.17416662664534696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7060516885","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":[0.4953479,0.000011155368,0.00713645,0.00001703524,0.0003955381,0.00007393721,0.00009215204,0.000038574963,0.49688727],"genre_scores_gemma":[0.9707522,3.9462358e-7,0.0008503766,0.0000030618273,0.00029502567,2.195986e-7,0.000022102498,0.000011788089,0.028064858],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992045,0.000009867098,0.00012054899,0.00024585903,0.00020704551,0.00021214767],"domain_scores_gemma":[0.99929726,0.000036698304,0.00012622679,0.00029967903,0.00010198648,0.00013815027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000032971482,0.00014466638,0.00020763258,0.000040355542,0.00024826007,0.000044651664,0.00027511283,0.000059992373,0.0005621809],"category_scores_gemma":[0.000005171739,0.00016851554,0.00021341941,0.000110170724,0.00023571729,0.0004978921,0.00007290183,0.00026567993,0.00007466539],"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":[0.000734206,0.0019557453,0.48800808,0.00012355972,0.0009860938,0.0005076403,0.0022619956,0.001036112,0.059848737,0.17456895,0.016620537,0.25334835],"study_design_scores_gemma":[0.012298675,0.0013575698,0.06424321,0.0002755741,0.0004927367,0.00006851814,0.009542004,0.0017588307,0.08394563,0.066088736,0.7558501,0.0040784483],"about_ca_topic_score_codex":0.00009505889,"about_ca_topic_score_gemma":0.0000068596105,"teacher_disagreement_score":0.7392295,"about_ca_system_score_codex":0.000015402231,"about_ca_system_score_gemma":0.00008118963,"threshold_uncertainty_score":0.6871864},"labels":[],"label_agreement":null}]}