{"meta":{"query_hash":"fa391d9a07b9","filters":{"venue":"Library & Information History"},"cohort_total":6,"direct_labels_cover":1,"predictions_cover":6,"exported":6,"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/fa391d9a07b9","api":"https://metacan.xera.ac/api/v1/cohort?venue=Library+%26+Information+History"},"results":[{"id":"W2005470369","doi":"10.1179/175834909x399373","title":"Sunday School Libraries in Halifax and Huddersfield before Public Libraries","year":2009,"lang":"en","type":"article","venue":"Library & Information History","topic":"Library Science and Administration","field":"Social Sciences","cited_by":3,"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":"Theme (computing); Library science; History; Institution; Nonconformist; Sociology; Media studies; Classics; Law; Political science; Politics; Social science","score_opus":0.019508391683992602,"score_gpt":0.2234871772995758,"score_spread":0.2039787856155832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005470369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56467,0.057842374,0.0008883441,0.06318201,0.0025957942,0.00013570553,0.0022581704,0.00035754734,0.30807],"genre_scores_gemma":[0.8103094,0.0089465175,0.00046951114,0.0038898166,0.00035063075,0.000081418155,0.0004222035,0.000116436975,0.17541409],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980136,0.00047957117,0.000092618764,0.00023933427,0.00036253655,0.0008123706],"domain_scores_gemma":[0.9930949,0.0020827835,0.001043682,0.00026085554,0.0014859113,0.0020318949],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001554293,0.00025067624,0.00033677346,0.0026149089,0.011698797,0.015316988,0.0011009165,0.001878818,0.02435191],"category_scores_gemma":[0.004154101,0.0006619201,0.00019516992,0.007016093,0.007260145,0.005890907,0.004515467,0.0017237385,0.0019987728],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006248434,0.00013353562,0.053286172,0.0018736707,0.000054548873,0.009177262,0.41666228,0.0003019543,0.001709106,0.14020394,0.2276039,0.14836876],"study_design_scores_gemma":[0.000015336756,0.00003329999,0.079237774,0.00054620055,0.000009514775,0.00063175376,0.14738931,0.000031558815,0.0006736063,0.00066105963,0.7707407,0.000029920573],"about_ca_topic_score_codex":0.52036697,"about_ca_topic_score_gemma":0.7308857,"teacher_disagreement_score":0.52036697,"about_ca_system_score_codex":0.03683544,"about_ca_system_score_gemma":0.034629256,"threshold_uncertainty_score":0.9649154},"labels":[],"label_agreement":null},{"id":"W2009280532","doi":"10.1179/175834910x12816060984359","title":"The Political Economy of Andrew Carnegie's Library Philanthropy, with a Reflection on its Relevance to the Philanthropic Work of Bill Gates","year":2010,"lang":"en","type":"article","venue":"Library & Information History","topic":"Library Science and Administration","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hegemony; Politics; Sociology; Relevance (law); Ideology; Battle; Media studies; Capital (architecture); Public administration; Political science; Law; History","score_opus":0.024511271664522664,"score_gpt":0.2598484821295083,"score_spread":0.23533721046498562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009280532","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.065225266,0.010305515,0.002313227,0.40794316,0.0010253153,0.0000467413,0.00006155617,0.00006785879,0.5130113],"genre_scores_gemma":[0.8334812,0.0040708613,0.00056854,0.029446531,0.0005869108,0.000086053245,0.000016187472,0.00008301524,0.13166073],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961124,0.0017175638,0.000054769065,0.00036648504,0.00070931716,0.0010395845],"domain_scores_gemma":[0.99550724,0.0025745581,0.00039752704,0.00014745284,0.00038849725,0.0009846247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030083477,0.0003089619,0.0001896297,0.0015215374,0.03000507,0.018835615,0.0010007618,0.0048567927,0.007853648],"category_scores_gemma":[0.007611288,0.00036509737,0.00019455678,0.0018789208,0.028710987,0.008374638,0.005364049,0.006181742,0.0006454767],"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":[0.000030131643,0.000011031722,0.00032573595,0.000044584966,0.0000027835033,0.00037078938,0.052466154,0.00009707041,0.00015296755,0.88284063,0.056844775,0.006813341],"study_design_scores_gemma":[0.000005011741,0.000010111877,0.0007732009,0.00008148653,0.0000027808696,0.00013954304,0.022096178,0.00006304308,0.0002952557,0.022775741,0.95373243,0.000025234107],"about_ca_topic_score_codex":0.11065176,"about_ca_topic_score_gemma":0.16386628,"teacher_disagreement_score":0.11065176,"about_ca_system_score_codex":0.024818994,"about_ca_system_score_gemma":0.011146536,"threshold_uncertainty_score":0.2200154},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W2010233227","doi":"10.1179/1758348911z.0000000002","title":"Public Libraries Reading in Quebec: A History of Censorship Freedom","year":2012,"lang":"en","type":"article","venue":"Library & Information History","topic":"Literature and Culture Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Censorship; Library history; Vision; Ideology; Modernization theory; Reading (process); Literacy; History; Sociology; Media studies; Public administration; Library science; Political science; Law; Politics; Social science; Anthropology","score_opus":0.03914632676477803,"score_gpt":0.17251078656797533,"score_spread":0.1333644598031973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010233227","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13128237,0.10094405,0.0019765724,0.11271288,0.0014681792,0.000088754634,0.0021264032,0.00026645456,0.6491343],"genre_scores_gemma":[0.83239704,0.013899191,0.00055192155,0.007557591,0.0004278513,0.00004115181,0.00037459092,0.00011786499,0.14463279],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9977793,0.00043740068,0.000055774835,0.00024643514,0.00073602883,0.00074500183],"domain_scores_gemma":[0.9939359,0.0020724635,0.00034548985,0.000384565,0.0022964883,0.00096504786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020673345,0.0002932238,0.00043988402,0.0026541487,0.01695792,0.008250482,0.0014774096,0.0020455741,0.019640176],"category_scores_gemma":[0.0049046096,0.00030556385,0.00031371872,0.005271268,0.011229901,0.0028061634,0.0019448755,0.003351427,0.0006658606],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017090545,0.00011243133,0.011684006,0.00051829946,0.00006840187,0.0015842096,0.06341377,0.0009593014,0.000508731,0.5290781,0.19941944,0.1924824],"study_design_scores_gemma":[0.000015255062,0.000020491394,0.030353073,0.00043787595,0.000019537516,0.00015166511,0.0073424997,0.0003199853,0.00018497775,0.00447599,0.95661396,0.00006470427],"about_ca_topic_score_codex":0.99328244,"about_ca_topic_score_gemma":0.9955415,"teacher_disagreement_score":0.17812078,"about_ca_system_score_codex":0.17812078,"about_ca_system_score_gemma":0.08846447,"threshold_uncertainty_score":0.9532634},"labels":[],"label_agreement":null},{"id":"W2790543243","doi":"10.1080/17583489.2017.1372915","title":"Utilizing This New Medium of Mass Communication: The Regional Film Distribution Programme at the Cleveland Public Library, 1948–1951","year":2017,"lang":"en","type":"article","venue":"Library & Information History","topic":"Library Science and Administration","field":"Social Sciences","cited_by":14,"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":"Reel; Corporation; Library science; Quarter (Canadian coin); Library classification; History; Media studies; Sociology; Management; Political science; Visual arts; Archaeology; Art; Law; Computer science","score_opus":0.07592494339805847,"score_gpt":0.2665083154443252,"score_spread":0.1905833720462667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790543243","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21686213,0.007763162,0.00616774,0.02422318,0.0008639031,0.00016753691,0.0002253963,0.00045842532,0.74326843],"genre_scores_gemma":[0.85673016,0.0029551634,0.0019560042,0.001585857,0.0006265661,0.000118177675,0.00005767737,0.00012926408,0.13584109],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9983726,0.00073869916,0.000025531739,0.00017109067,0.00027317955,0.00041893902],"domain_scores_gemma":[0.9976956,0.00081946497,0.00032693963,0.00022105053,0.0003113346,0.0006254649],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0018643643,0.0002668814,0.00011230229,0.0014527439,0.009068606,0.005726339,0.0007636208,0.0010990106,0.018020123],"category_scores_gemma":[0.004839444,0.00034441016,0.00013171176,0.001737916,0.0067348294,0.004036181,0.0040943995,0.0020375785,0.0020304702],"study_design_candidate":"qualitative","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":[0.00018656837,0.00020056621,0.012164014,0.00028306228,0.00002074647,0.0018001398,0.20963249,0.00036857105,0.0023672662,0.17992033,0.20923188,0.38382447],"study_design_scores_gemma":[0.000013474996,0.00007976362,0.012740187,0.0001272064,0.000008456493,0.0004220274,0.017282475,0.00010317336,0.00058564625,0.0012833131,0.96732205,0.00003224309],"about_ca_topic_score_codex":0.056053136,"about_ca_topic_score_gemma":0.09913821,"teacher_disagreement_score":0.99427366,"about_ca_system_score_codex":0.0063277613,"about_ca_system_score_gemma":0.004174445,"threshold_uncertainty_score":0.11145371},"labels":[],"label_agreement":null},{"id":"W2913563017","doi":"10.1080/17583489.2018.1515709","title":"Uncovering the McGill Library Lyman Collection: The Lasting Legacy of an Amateur Entomologist","year":2018,"lang":"en","type":"article","venue":"Library & Information History","topic":"Historical and Literary Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Amateur; Special collections; History; Library science; TRACE (psycholinguistics); Archaeology; Computer science; Philosophy","score_opus":0.018551464242515348,"score_gpt":0.2269675404548637,"score_spread":0.20841607621234834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913563017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51745844,0.0352326,0.0040931576,0.2066819,0.0040099006,0.00020118021,0.0009235097,0.00054959056,0.23084983],"genre_scores_gemma":[0.8337063,0.010598617,0.0041785412,0.018404035,0.0011286053,0.00010491479,0.00028398106,0.00050689885,0.13108805],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935681,0.0022161105,0.00015381139,0.00045170577,0.0024421033,0.0011681508],"domain_scores_gemma":[0.98515433,0.004265783,0.0015745774,0.0010319331,0.004498105,0.0034752828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0063206176,0.00046381654,0.00041258274,0.004938552,0.06507156,0.016123997,0.0027207253,0.0015942696,0.0065597985],"category_scores_gemma":[0.014087517,0.0005113047,0.00020221445,0.009062405,0.02414854,0.0049421876,0.008348642,0.0033133517,0.0011120775],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057532878,0.000025091816,0.0060265027,0.0001795573,0.000014395803,0.001989661,0.798162,0.000037468286,0.0010639813,0.02077918,0.11556154,0.056103136],"study_design_scores_gemma":[0.0000017249912,0.000013418207,0.0059607425,0.00019644972,0.000009743807,0.0005224059,0.2755193,0.0000295634,0.00041243088,0.00058515894,0.71670914,0.000039907223],"about_ca_topic_score_codex":0.732658,"about_ca_topic_score_gemma":0.92057943,"teacher_disagreement_score":0.732658,"about_ca_system_score_codex":0.05142627,"about_ca_system_score_gemma":0.05755527,"threshold_uncertainty_score":0.53783274},"labels":[],"label_agreement":null},{"id":"W7116716499","doi":"10.3366/lih.2025.0207","title":"‘I have one in my Musæum’: Marmaduke Tunstall, George Allan, and the <i>British Zoology</i>","year":2025,"lang":"en","type":"article","venue":"Library & Information History","topic":"History of Science and Natural History","field":"Arts and Humanities","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":"George (robot); Windsor; White (mutation); Newspaper; Estate; Natural (archaeology); Natural history","score_opus":0.008139793876273359,"score_gpt":0.1574192056290201,"score_spread":0.14927941175274673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116716499","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12733328,0.08376579,0.0019857204,0.39902148,0.030286664,0.00007922784,0.0004959411,0.0002261852,0.35680568],"genre_scores_gemma":[0.47827715,0.011159807,0.001082802,0.05017204,0.0023130549,0.000075519165,0.00024588374,0.00027691657,0.45639688],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924624,0.00034636172,0.000015924845,0.00009816248,0.00014471714,0.0001485477],"domain_scores_gemma":[0.99934715,0.00015471959,0.000068662164,0.000026528387,0.00016787383,0.00023513868],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007844409,0.00042151584,0.00025022088,0.0007965952,0.015397478,0.004357123,0.00055049616,0.0013759828,0.009998011],"category_scores_gemma":[0.0021978773,0.00030155588,0.00014984669,0.00087071746,0.006692335,0.0029629457,0.0021567845,0.0029847282,0.0020768149],"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":[0.00005455748,0.000015448784,0.0025769828,0.00017823132,0.0000117505515,0.0011207688,0.36985657,0.000019132234,0.00085412123,0.037071537,0.5574518,0.030789036],"study_design_scores_gemma":[0.0000012765163,0.000005345021,0.0020853004,0.00012917914,0.0000018267385,0.0002908516,0.06315302,0.0000073813785,0.00009086358,0.00051488547,0.9337103,0.000009785594],"about_ca_topic_score_codex":0.16757567,"about_ca_topic_score_gemma":0.43078586,"teacher_disagreement_score":0.9846025,"about_ca_system_score_codex":0.005919153,"about_ca_system_score_gemma":0.0026147184,"threshold_uncertainty_score":0.3332005},"labels":[],"label_agreement":null}]}