{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":15,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":15,"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":"ea3cfa112353","filters":{"venue":"LIBER Quarterly The Journal of the Association of European Research Libraries"}},"results":[{"id":"W2944695068","doi":"10.18352/lq.10280","title":"Article Processing Charge Hyperinflation and Price Insensitivity: An Open Access Sequel to the Serials Crisis","year":2019,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":180,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Competition (biology); Prestige; Publishing; Economics; Political science; Monetary economics; Business; Law","authors":[{"name":"Shaun Yon‐Seng Khoo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06289611181508904,"gpt":0.3231378290191342,"spread":0.2602417172040452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.007617886,0.00034093,0.0006832129,0.001665326,0.0009779055,0.006110155,0.001288887,0.001463609,0.01485397],"category_scores_gemma":[0.06455451,0.0004812133,0.0009957696,0.002303689,0.003561275,0.004367318,0.003059161,0.002853113,0.001237383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002877924,"about_ca_system_score_gemma":0.002240092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008730004,"about_ca_topic_score_gemma":0.003314837,"domain_scores_codex":[0.9950187,0.001617954,0.0003930528,0.0008097683,0.001429001,0.00073149],"domain_scores_gemma":[0.9416239,0.02618294,0.02040986,0.004270867,0.004639272,0.002873245],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00316869,0.001136602,0.6153921,0.0006774055,0.0005788137,0.004990417,0.01212075,0.0182193,0.005664636,0.16267,0.02254025,0.152841],"study_design_scores_gemma":[0.0002204039,0.001029845,0.7165269,0.0003050327,0.0003393045,0.00184404,0.01153599,0.04470692,0.005188951,0.1814964,0.03657762,0.0002285978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438234,0.001257237,0.008988349,0.01526829,0.0002555573,0.00009170384,0.0004811757,0.0002502967,0.02958404],"genre_scores_gemma":[0.995454,0.0002394756,0.0006513616,0.000697078,0.0001400398,0.00001673637,0.0001097372,0.00005380364,0.002637703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9987111,"threshold_uncertainty_score":0.04969144,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1945591307","doi":"10.18352/lq.9868","title":"Developing data literacy competencies to enhance faculty collaborations","year":2015,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Information literacy; Computer science; Literacy; Mathematics education; Medical education; World Wide Web; Psychology; Pedagogy; Medicine","authors":[{"name":"Don MacMillan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1026047170237607,"gpt":0.3750763863145388,"spread":0.2724716692907781,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01480901,0.0005587776,0.0005268403,0.002903339,0.003455956,0.007361786,0.002227586,0.001595587,0.01063003],"category_scores_gemma":[0.04467377,0.000549612,0.0005270962,0.00125904,0.001324327,0.004883412,0.01655784,0.002550269,0.00320261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002200672,"about_ca_system_score_gemma":0.01557046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000747418,"about_ca_topic_score_gemma":0.001632093,"domain_scores_codex":[0.9896541,0.005649704,0.0005021057,0.0009784512,0.001786567,0.001429091],"domain_scores_gemma":[0.9577778,0.0173997,0.002923788,0.002601134,0.005351337,0.01394618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002114505,0.007317324,0.02766001,0.001194695,0.000043982,0.001050454,0.1216894,0.0009380266,0.008934446,0.01541825,0.04630583,0.7692362],"study_design_scores_gemma":[0.0004971421,0.003020127,0.08458332,0.003190544,0.0001375717,0.002458619,0.1986197,0.004822296,0.03478702,0.05496538,0.6126321,0.0002862061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.718962,0.001061402,0.08417067,0.03413747,0.0007226501,0.002920056,0.0003038006,0.002557001,0.155165],"genre_scores_gemma":[0.7877105,0.001075377,0.1785896,0.004374083,0.000209155,0.00236049,0.0004607506,0.0002142726,0.02500576],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01480901,"threshold_uncertainty_score":0.07831848,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2740910591","doi":"10.18352/lq.10210","title":"The Surge in New University Presses and Academic-Led Publishing: An Overview of a Changing Publishing Ecology in the UK","year":2017,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Scotland’s Rural College; University of Westminster; Cardiff University; University of Hertfordshire; University College London; University of Central Lancashire; University of Surrey; University of Warwick; York University; University of Chester; Kingston University; University of Huddersfield","keywords":"Publishing; Typology; Sociology; Scholarly communication; Project commissioning; Library science; Political science; Computer science; Anthropology","authors":[{"name":"Janneke Adema","is_ca":false},{"name":"Graham Stone","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1750110824313574,"gpt":0.3270764730727589,"spread":0.1520653906414015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005158148,0.0002267777,0.0005053621,0.00928639,0.004615624,0.02357182,0.0008623029,0.002126378,0.01209712],"category_scores_gemma":[0.01579848,0.0005478935,0.0003652394,0.01751212,0.009133527,0.0160304,0.005908833,0.002898106,0.001760152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008849195,"about_ca_system_score_gemma":0.007707618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01728191,"about_ca_topic_score_gemma":0.02840601,"domain_scores_codex":[0.9904522,0.002810137,0.001144547,0.0007540637,0.003287517,0.001551446],"domain_scores_gemma":[0.9698694,0.01693457,0.003866474,0.001119871,0.003964783,0.004244869],"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":[0.0003327382,0.0001394318,0.04427031,0.002964205,0.00005373241,0.004964761,0.1795243,0.0003628493,0.001438712,0.3677981,0.03864341,0.3595074],"study_design_scores_gemma":[0.00002772165,0.0001105313,0.09396502,0.001362887,0.0000198829,0.002749983,0.09650461,0.0002205153,0.0005834285,0.01314365,0.7912168,0.00009493712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4168509,0.1113593,0.00385006,0.09742218,0.002279647,0.0001734156,0.0006405289,0.0003798101,0.3670442],"genre_scores_gemma":[0.9141554,0.0461725,0.001837073,0.003670283,0.0009550643,0.00008168288,0.0002458233,0.0001688151,0.03271342],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9764282,"threshold_uncertainty_score":0.06420565,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2560151723","doi":"10.18352/lq.10176","title":"Library Carpentry: Software Skills Training for Library Professionals","year":2016,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Research Data Management Practices","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Carpentry; Syllabus; Discipline; Class (philosophy); Software; Employability; Resource (disambiguation); Medical education; Professional development; Computer science; Engineering management; Engineering; Sociology; Pedagogy; Medicine; Social science","authors":[{"name":"James Baker","is_ca":false},{"name":"Caitlin Moore","is_ca":false},{"name":"Ernesto Priego","is_ca":false},{"name":"Raquel Alegre","is_ca":false},{"name":"Jez Cope","is_ca":false},{"name":"Ludi Price","is_ca":false},{"name":"Owen Stephens","is_ca":false},{"name":"Daniel van Strien","is_ca":true},{"name":"Greg Wilson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07407345395696159,"gpt":0.3363996747455077,"spread":0.2623262207885461,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002987635,0.0005971874,0.0003414768,0.002299154,0.003828563,0.003355822,0.001763534,0.0008504746,0.03048209],"category_scores_gemma":[0.00848867,0.0006183273,0.0003753282,0.001808237,0.001508783,0.002047105,0.007271753,0.001741498,0.006969756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002773638,"about_ca_system_score_gemma":0.01394214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00704751,"about_ca_topic_score_gemma":0.02086988,"domain_scores_codex":[0.9981276,0.0004828712,0.0001266391,0.0002396736,0.0004319809,0.0005911418],"domain_scores_gemma":[0.9919996,0.002779458,0.000446395,0.0008107663,0.001077152,0.00288651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002871366,0.002058142,0.008619626,0.0006078422,0.00000771233,0.0005756317,0.04098032,0.0005400571,0.005898456,0.004086428,0.05145883,0.8848799],"study_design_scores_gemma":[0.0002140948,0.003206343,0.1260684,0.001114624,0.00002846029,0.001915097,0.05855381,0.001379852,0.01404478,0.006437636,0.7868361,0.0002008971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6137552,0.001261291,0.03625212,0.007677212,0.0003439732,0.003823353,0.0006412459,0.007832728,0.3284129],"genre_scores_gemma":[0.6193246,0.00156678,0.104897,0.001918285,0.000179613,0.002305055,0.001895495,0.0007935084,0.2671196],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9966442,"threshold_uncertainty_score":0.1019727,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1482127254","doi":"10.18352/lq.8055","title":"Licensing Revisited: Open Access Clauses in Practice","year":2012,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Research Data Management Practices","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Association of Research Libraries","funders":"","keywords":"Visibility; License; Agency (philosophy); Institutional repository; Business; Resource (disambiguation); World Wide Web; Order (exchange); Public relations; Computer science; Political science; Finance; Law","authors":[{"name":"Birgit Schmidt","is_ca":false},{"name":"Kathleen Shearer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1842728775970521,"gpt":0.440724312353338,"spread":0.256451434756286,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.1314303,0.0005860873,0.001012563,0.004709367,0.0103815,0.03663939,0.006391884,0.01670011,0.01363853],"category_scores_gemma":[0.2690096,0.001153638,0.001124702,0.00835278,0.0691398,0.07056992,0.0217756,0.02214647,0.001770067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01910831,"about_ca_system_score_gemma":0.0273315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01227761,"about_ca_topic_score_gemma":0.007702889,"domain_scores_codex":[0.8577132,0.07846547,0.009979989,0.01100627,0.03552409,0.007310891],"domain_scores_gemma":[0.5906519,0.3300669,0.01733011,0.03107911,0.02373527,0.007136756],"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":[0.000009838122,0.00001593483,0.0005581637,0.00004887926,0.000003596383,0.0001420397,0.00687931,0.0001650706,0.00005279603,0.9775673,0.003928303,0.0106287],"study_design_scores_gemma":[0.00003920528,0.00005117049,0.0007229605,0.0008939366,0.00001459469,0.0004758754,0.01901967,0.001352198,0.000494149,0.6866609,0.2901999,0.00007536705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06791133,0.01476896,0.130481,0.4305552,0.002829864,0.0002987379,0.00009276993,0.0005524792,0.3525096],"genre_scores_gemma":[0.8799756,0.005988571,0.02801274,0.04709812,0.002177041,0.0004165478,0.0001061378,0.0005123024,0.03571306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9936081,"threshold_uncertainty_score":0.6950779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2285529589","doi":"10.18352/lq.10139","title":"A Library-publisher Partnership for Open Access: Building an Innovative Relationship between Scholarly Publishers and Academic Libraries","year":2016,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"General partnership; Publishing; Open access publishing; Public relations; Scholarly communication; Business; Political science; Library science; Sociology; Computer science; Finance","authors":[{"name":"Monica Ward","is_ca":false},{"name":"Joanie Lavoie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6954928810346864,"gpt":0.5685022125474674,"spread":0.1269906684872191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.05196834,0.0005772436,0.0005819987,0.005991571,0.0307917,0.05664733,0.003799253,0.008142415,0.008606552],"category_scores_gemma":[0.04479447,0.0008949575,0.000724017,0.0073451,0.0172089,0.0355044,0.04819356,0.008372258,0.002555548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02049003,"about_ca_system_score_gemma":0.1250758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02929988,"about_ca_topic_score_gemma":0.05747218,"domain_scores_codex":[0.9295503,0.04029256,0.001831198,0.002620106,0.01764097,0.008064858],"domain_scores_gemma":[0.915292,0.02341069,0.004128889,0.003939802,0.01305042,0.04017825],"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":[0.0001115082,0.000516768,0.01134845,0.0005204948,0.00008379306,0.002841958,0.1065539,0.0008847183,0.001228667,0.6308442,0.05475034,0.1903151],"study_design_scores_gemma":[0.00006314583,0.0001857162,0.002700768,0.0006049335,0.00004626064,0.001125797,0.1184286,0.001411548,0.0007343689,0.1327513,0.7417671,0.0001804899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1045054,0.0114256,0.1195957,0.3529851,0.002705665,0.001192401,0.0001269783,0.0008357473,0.4066275],"genre_scores_gemma":[0.856487,0.004438442,0.05299487,0.01597914,0.0008470539,0.0004882789,0.0001098796,0.0002027232,0.06845262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9962007,"threshold_uncertainty_score":0.2748381,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2899788429","doi":"10.18352/lq.10252","title":"A Very Long Embargo: Journal Choice Reveals Active Non-Compliance with Funder Open Access Policies by Australian and Canadian Neuroscientists","year":2018,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Concordia University","funders":"Health and Medical Research Fund; National Health and Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Australian Research Council; Canadian Institutes of Health Research; National Medical Research Council; Research Councils UK","keywords":"Scopus; Publication; Open access journal; Compliance (psychology); Free access; Citation; Open science; Open data; Political science; Impact factor; Library science; Psychology; MEDLINE; Computer science; World Wide Web; Law","authors":[{"name":"Shaun Yon‐Seng Khoo","is_ca":true},{"name":"Belinda P. P. Lay","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4799997742312179,"gpt":0.5410362984218704,"spread":0.06103652419065247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics","open_science"],"consensus_categories":[],"category_scores_codex":[0.03365259,0.0003233668,0.001052378,0.01264118,0.004625178,0.008788571,0.00240863,0.001601128,0.01176115],"category_scores_gemma":[0.3166279,0.0004878132,0.000769558,0.03487981,0.00392868,0.005347632,0.004935039,0.001822536,0.001176127],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006247342,"about_ca_system_score_gemma":0.01520336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1336561,"about_ca_topic_score_gemma":0.1499763,"domain_scores_codex":[0.9407333,0.01253727,0.01261893,0.005350973,0.02221339,0.006546128],"domain_scores_gemma":[0.4556787,0.1976175,0.2380836,0.03442501,0.05485002,0.01934522],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008952763,0.000120026,0.923933,0.000782032,0.0004180613,0.0007654002,0.01601035,0.0001927477,0.0007637043,0.005935521,0.01562941,0.0345544],"study_design_scores_gemma":[0.00002546082,0.00006034169,0.9674171,0.0003626722,0.0001122703,0.0004455602,0.01031866,0.0002906072,0.0004185972,0.001654803,0.01881459,0.00007945932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571509,0.003764238,0.0005228839,0.006189795,0.0001728528,0.0001698441,0.005114096,0.00007293238,0.02684252],"genre_scores_gemma":[0.9949858,0.0006841968,0.0004153873,0.0004254147,0.0000864691,0.00006513325,0.001158286,0.00003775751,0.002141667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9975914,"threshold_uncertainty_score":0.2657562,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116612578","doi":"10.18352/lq.8011","title":"The OCLC Research Survey of Special Collections and Archives","year":2011,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Digitization; Special collections; Library science; Survey research; Collections management; Digital collections; World Wide Web; Computer science; Sociology; Telecommunications","authors":[{"name":"Jackie M. Dooley","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1271362560807209,"gpt":0.2659133185244827,"spread":0.1387770624437618,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009933173,0.0002817653,0.0005856699,0.01645404,0.003533758,0.003087915,0.001814075,0.0005777946,0.007947125],"category_scores_gemma":[0.03381152,0.0003690942,0.0002926119,0.0374824,0.001207883,0.002212303,0.003226195,0.0006430749,0.002783535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01874463,"about_ca_system_score_gemma":0.03221527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5602389,"about_ca_topic_score_gemma":0.5787283,"domain_scores_codex":[0.9852234,0.002225127,0.002341635,0.0008251187,0.007292321,0.002092277],"domain_scores_gemma":[0.9172708,0.008660686,0.01744381,0.003841176,0.0455364,0.007246996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001728363,0.0001746628,0.6669543,0.001112854,0.00004836574,0.0001438289,0.01282063,0.0001852709,0.000705545,0.002998321,0.2103269,0.1043565],"study_design_scores_gemma":[0.00001228003,0.00004788165,0.720131,0.0004072408,0.0000196645,0.00009755968,0.02484937,0.0001337973,0.000620015,0.0001710714,0.2534586,0.00005144963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6521862,0.004589774,0.001513849,0.006282799,0.0001680595,0.003236046,0.2259524,0.0006518244,0.1054191],"genre_scores_gemma":[0.7918652,0.007694675,0.005598663,0.003669909,0.0002465322,0.005259347,0.1440263,0.0002936563,0.04134575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9969121,"threshold_uncertainty_score":0.8847019,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2146860892","doi":"10.18352/lq.7977","title":"Enacting Change: A Study of the Implementation of e-Readers and an Online Library in two Canadian High School Classrooms","year":2010,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Victoria","funders":"","keywords":"Situated; Context (archaeology); Reading (process); Pedagogy; Mathematics education; Information literacy; Intersection (aeronautics); Library instruction; Literacy; Computer science; Sociology; Library science; Psychology; Engineering; Political science; Geography","authors":[{"name":"Serina Patterson","is_ca":true},{"name":"Devon Stokes-Bennett","is_ca":false},{"name":"Ray Siemens","is_ca":true},{"name":"James Nahachewsky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0686832376675371,"gpt":0.334200318676602,"spread":0.2655170810090649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008435299,0.0009389574,0.001570718,0.003741552,0.03933995,0.0113957,0.005732502,0.003453052,0.004737118],"category_scores_gemma":[0.02079026,0.001315818,0.0006492519,0.004461775,0.01921405,0.004794985,0.008401477,0.005318124,0.0006533045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07242642,"about_ca_system_score_gemma":0.09567916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9209653,"about_ca_topic_score_gemma":0.9741243,"domain_scores_codex":[0.9870897,0.004611335,0.0003324623,0.001488031,0.002283303,0.004195266],"domain_scores_gemma":[0.9835153,0.005388949,0.001143425,0.0007642491,0.004084599,0.005103587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004529752,0.0004811636,0.007848289,0.00004979516,0.000006474893,0.0006616246,0.9815117,0.00005068991,0.0005430462,0.0009959147,0.0004471353,0.007358837],"study_design_scores_gemma":[0.00001523807,0.0001009605,0.01232808,0.00004203491,0.00001140445,0.00005619178,0.9759125,0.0001093277,0.0003812181,0.0001459217,0.01085993,0.00003723292],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913166,0.0001225561,0.0003863191,0.0008270319,0.00002076775,0.0001889026,0.00003889239,0.00003292452,0.007066016],"genre_scores_gemma":[0.990092,0.0001742066,0.0009002938,0.0003716903,0.000007318837,0.0001034408,0.00004591095,0.00003442505,0.008270673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07903469,"threshold_uncertainty_score":0.5254929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2109175567","doi":"10.18352/lq.7958","title":"Facilitating Searches in Multiple Bibliographical Databases: Metadata Harvesting Service Providers","year":2009,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Metadata; Computer science; Metadata repository; Database; Meta Data Services; World Wide Web; Server; Data element; Service (business); Database catalog; Software; Service provider; Information retrieval; Operating system","authors":[{"name":"Mangala Anil Hirwade","is_ca":true},{"name":"Mohini T. Bherwani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.10676289091844,"gpt":0.301700732045553,"spread":0.194937841127113,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03350545,0.0004946169,0.0009045579,0.005008459,0.002984345,0.00490653,0.001830248,0.001461261,0.0061409],"category_scores_gemma":[0.0546268,0.001040239,0.0007689723,0.006527662,0.001582344,0.008881461,0.006200593,0.001617789,0.003202002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002384621,"about_ca_system_score_gemma":0.01114037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005329138,"about_ca_topic_score_gemma":0.004575412,"domain_scores_codex":[0.9872501,0.00484418,0.001546224,0.0008473631,0.004040741,0.001471432],"domain_scores_gemma":[0.937787,0.03169757,0.004603435,0.0104417,0.01150008,0.00397031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0015925,0.001622402,0.1765528,0.0007635485,0.0001127483,0.001655985,0.01635683,0.002806066,0.02376766,0.02922561,0.01700694,0.728537],"study_design_scores_gemma":[0.001071795,0.002281018,0.1538521,0.00167421,0.000956887,0.007856046,0.05291397,0.09389674,0.1134955,0.04700968,0.5239333,0.001058672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6943539,0.00119411,0.2556878,0.005231457,0.0001731925,0.002424557,0.000889178,0.01149488,0.02855103],"genre_scores_gemma":[0.7267884,0.0009063911,0.2605523,0.0007745539,0.0001166117,0.0005381029,0.001343473,0.0007258549,0.008254155],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9950935,"threshold_uncertainty_score":0.1771959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1491166376","doi":"10.18352/lq.7656","title":"Why the Bath Profile Makes Z39.50 Work","year":2001,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Memorial University of Newfoundland","keywords":"Computer science; Task (project management); Consistency (knowledge bases); Implementation; Standard Model (mathematical formulation); Work (physics); Protocol (science); Information retrieval; Software engineering; Artificial intelligence","authors":[{"name":"Peter Gethin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03100820134314584,"gpt":0.2459592369344091,"spread":0.2149510355912632,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04257455,0.0007458431,0.0006865056,0.002360404,0.00553098,0.01763398,0.002692461,0.007235685,0.007276619],"category_scores_gemma":[0.08192944,0.001375883,0.0008265395,0.002085741,0.01461949,0.02730086,0.008644321,0.008316958,0.009320468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01093742,"about_ca_system_score_gemma":0.01630862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01692505,"about_ca_topic_score_gemma":0.00918788,"domain_scores_codex":[0.9574255,0.01319913,0.002603747,0.003088652,0.01929721,0.004385725],"domain_scores_gemma":[0.9481109,0.01266397,0.003072145,0.01301033,0.01843472,0.004708072],"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":[0.000234516,0.0001630064,0.006746979,0.0002932605,0.00002812112,0.0002047451,0.00999007,0.0008242601,0.002671447,0.7280068,0.1008633,0.1499735],"study_design_scores_gemma":[0.0001293897,0.0004633048,0.009030431,0.0009942942,0.00005415779,0.0003952122,0.01114278,0.001715752,0.007032313,0.2147888,0.7539983,0.0002553617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.105519,0.005082267,0.119851,0.3825405,0.00653657,0.000616048,0.0003975957,0.005176907,0.3742802],"genre_scores_gemma":[0.7311684,0.003662103,0.08609219,0.05783012,0.0009720678,0.0007363334,0.0005057446,0.003661887,0.1153712],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04257455,"threshold_uncertainty_score":0.2251584,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1614701269","doi":"10.18352/lq.7798","title":"Crossroads - Bridging the Digital Divide","year":2005,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Geographic Information Systems Studies","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":"Presentation (obstetrics); Bridging (networking); Digital library; Geological survey; Library science; Computer science; History; World Wide Web; Data science; Geology; Art","authors":[{"name":"David A. Cobb","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03402980588908881,"gpt":0.3048240337561646,"spread":0.2707942278670757,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006619113,0.0006765689,0.0007695429,0.004317719,0.01176945,0.02839767,0.001967521,0.005077245,0.06961032],"category_scores_gemma":[0.01212965,0.000424362,0.0005664495,0.005742776,0.01477749,0.05014886,0.02650592,0.007501072,0.0102693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008190691,"about_ca_system_score_gemma":0.007195307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006422787,"about_ca_topic_score_gemma":0.0100072,"domain_scores_codex":[0.9944616,0.002437649,0.0002115109,0.0006208625,0.001164114,0.001104188],"domain_scores_gemma":[0.9917092,0.003828023,0.0003385635,0.0007548245,0.001098219,0.002271188],"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":[0.00004919977,0.00003298986,0.000738175,0.000407755,0.00001034563,0.0003666907,0.03769931,0.00008400228,0.000168523,0.6441005,0.1929342,0.1234083],"study_design_scores_gemma":[0.000003075074,0.00001093488,0.0002303267,0.0004678536,0.000003026176,0.0001172427,0.01504214,0.00004138203,0.00005398784,0.04590195,0.9381213,0.000006734012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01404763,0.1043201,0.006996685,0.2902603,0.009836409,0.00006080657,0.0001703625,0.0004482208,0.5738595],"genre_scores_gemma":[0.4927812,0.1009861,0.006827683,0.07187581,0.009744371,0.0002887907,0.0004348353,0.001046598,0.3160146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06961032,"threshold_uncertainty_score":0.2328697,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411732236","doi":"10.53377/lq.16675","title":"A modular and community-driven FAIR teaching and training handbook for higher education institutions","year":2025,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; McGill University and Génome Québec Innovation Centre","funders":"","keywords":"Modular design; Training (meteorology); Mathematics education; Higher education; Computer science; Sociology; Engineering management; Political science; Medical education; Engineering ethics; Pedagogy; Psychology; Engineering; Geography; Law; Medicine","authors":[{"name":"Claudia Engelhardt","is_ca":false},{"name":"Aoife Coffey","is_ca":false},{"name":"Yuri Demchenko","is_ca":false},{"name":"Federica Garbuglia","is_ca":false},{"name":"Mijke Jetten","is_ca":false},{"name":"Martijn G. Kersloot","is_ca":false},{"name":"Valerie McCutcheon","is_ca":false},{"name":"Stephan Nylinder","is_ca":false},{"name":"Britta Petersen","is_ca":false},{"name":"Birgit Schmidt","is_ca":false},{"name":"Hugh Shanahan","is_ca":false},{"name":"Armin Straube","is_ca":false},{"name":"Shanmugasundaram Venkataraman","is_ca":false},{"name":"Biru Zhou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1433769997889202,"gpt":0.3805896222323077,"spread":0.2372126224433874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02287964,0.0008584101,0.0006835151,0.003105825,0.002640118,0.0045986,0.003595826,0.003868534,0.02110557],"category_scores_gemma":[0.04519942,0.0008209926,0.000784746,0.001694201,0.002778233,0.00700297,0.007959872,0.00483142,0.01039112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003441021,"about_ca_system_score_gemma":0.01440658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588463,"about_ca_topic_score_gemma":0.005071337,"domain_scores_codex":[0.9895563,0.00518727,0.001047185,0.0005827951,0.002962974,0.0006634951],"domain_scores_gemma":[0.9519463,0.02373814,0.002501381,0.008169767,0.006677818,0.006966706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007148343,0.0009051398,0.00145628,0.00114813,0.00001237295,0.0004583361,0.01077096,0.002409416,0.002777751,0.02755202,0.2926293,0.6598087],"study_design_scores_gemma":[0.00007139784,0.0004425536,0.003386843,0.002097485,0.000008668391,0.001235523,0.006726344,0.001331137,0.00159846,0.03495101,0.9480362,0.0001144593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03779067,0.004805637,0.6527959,0.08186322,0.007773551,0.009464847,0.001947776,0.02574339,0.1778152],"genre_scores_gemma":[0.07025605,0.002930853,0.8094785,0.006427408,0.0008712685,0.005128804,0.001492773,0.001462972,0.1019513],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9964042,"threshold_uncertainty_score":0.1210005,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1953500864","doi":"10.18352/lq.7734","title":"The Challenges of Librarianship in the Expanding Library Service Worldwide","year":2003,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Library Science and Information Literacy","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":"Library science; Honor; Service (business); Latin Americans; Political science; Public relations; World Wide Web; Business; Computer science; Marketing; Law; Internet privacy","authors":[{"name":"Jay Jordan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05944594642803523,"gpt":0.3149175150292603,"spread":0.2554715686012251,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05697532,0.001105109,0.002196283,0.007205778,0.03103677,0.07730791,0.006312354,0.02364238,0.0533741],"category_scores_gemma":[0.05768459,0.001304205,0.001778164,0.0131218,0.02322609,0.1141984,0.04721631,0.01846235,0.02797345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01215931,"about_ca_system_score_gemma":0.03541647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021945,"about_ca_topic_score_gemma":0.01460373,"domain_scores_codex":[0.9504452,0.02520445,0.002041922,0.002508388,0.01111212,0.008687862],"domain_scores_gemma":[0.8975875,0.03289717,0.003822525,0.004834705,0.01442421,0.0464339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003583069,0.0001356294,0.0010938,0.0005371532,0.00002284483,0.0004357753,0.01626712,0.0001633304,0.0001569634,0.1905107,0.6607025,0.1299383],"study_design_scores_gemma":[0.00001661915,0.00003908837,0.000616072,0.0003988899,0.000007125082,0.0002697085,0.03561319,0.0001308853,0.00004749791,0.0556525,0.9071609,0.00004735335],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004209743,0.01917333,0.00157868,0.8754752,0.005714528,0.00004801958,0.00007372618,0.0002229693,0.09350386],"genre_scores_gemma":[0.1923721,0.06973816,0.01430662,0.433847,0.03146554,0.0008995628,0.0008138949,0.00168739,0.2548697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07730791,"threshold_uncertainty_score":0.3013179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1531736356","doi":"10.18352/lq.7757","title":"LIBER MARC Harmonization Task Force - Format activities in European countries","year":2004,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Harmonization; Task force; Library science; Task (project management); Political science; Task group; Working group; Operations research; Computer science; Management; Engineering; Public administration; Law; Engineering management; Art","authors":[{"name":"Renate Gömpel","is_ca":false},{"name":"Christine Frodl","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02083257954697447,"gpt":0.2443968717777219,"spread":0.2235642922307475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1123163,0.001680104,0.001911405,0.01504594,0.004208612,0.01616505,0.006956875,0.00620017,0.03378526],"category_scores_gemma":[0.1279856,0.001634774,0.002063884,0.01842361,0.002742877,0.01154476,0.01309489,0.004267969,0.02715349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00772253,"about_ca_system_score_gemma":0.03117111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02425617,"about_ca_topic_score_gemma":0.01160252,"domain_scores_codex":[0.9176838,0.02817286,0.01667749,0.003714631,0.02655718,0.007194039],"domain_scores_gemma":[0.8647441,0.02909162,0.02332081,0.01804167,0.05623487,0.00856685],"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":[0.000383853,0.0002760367,0.005895662,0.003228628,0.00004867946,0.0003809434,0.004014226,0.001407721,0.001174661,0.03826297,0.7472024,0.1977243],"study_design_scores_gemma":[0.00003902166,0.00004535563,0.005156987,0.002663827,0.0000129067,0.0001192129,0.001292174,0.0001521426,0.0005659995,0.001581374,0.9883387,0.00003232358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02141343,0.03933701,0.06800908,0.08077285,0.01237356,0.0184247,0.07978971,0.006234858,0.6736448],"genre_scores_gemma":[0.09507519,0.0409418,0.2190983,0.0361768,0.00521164,0.0428098,0.2470191,0.007310538,0.306357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.983835,"threshold_uncertainty_score":0.5939924,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}