{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":920,"total_is_capped":false,"direct_labels_cover":20,"predictions_cover":920,"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":"4e8a589db55d","filters":{"topic":"Library Collection Development and Digital Resources"}},"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":"W4253379982","doi":"10.1177/009862830803500102","title":"Evaluating the Electronic Textbook: Is it Time to Dispense with the Paper Text?","year":2008,"lang":"en","type":"article","venue":"Teaching of Psychology","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":151,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Psychology; Mathematics education; Higher education; Pedagogy","authors":[{"name":"James A. Shepperd","is_ca":false},{"name":"Jodi Grace","is_ca":false},{"name":"Erika J. Koch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0456993150364613,"gpt":0.3330190879376967,"spread":0.2873197729012354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005965894,0.0004033367,0.0003867713,0.0008522394,0.0004574072,0.002940212,0.0006001962,0.0007537708,0.004874027],"category_scores_gemma":[0.05519779,0.0001694717,0.0003234803,0.0006619393,0.0005611409,0.001942257,0.000814431,0.0007726218,0.001655931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004885859,"about_ca_system_score_gemma":0.0006638982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009016924,"about_ca_topic_score_gemma":0.001722213,"domain_scores_codex":[0.9959895,0.00145022,0.0004738291,0.0002828772,0.001601085,0.0002024808],"domain_scores_gemma":[0.9574007,0.01806104,0.0133978,0.001279322,0.006456029,0.003405],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001616503,0.004932739,0.5451663,0.0005762764,0.0001991516,0.0004392938,0.009885407,0.000334399,0.01030599,0.0005167295,0.004653065,0.4213741],"study_design_scores_gemma":[0.0002988796,0.01329973,0.9351058,0.000529901,0.00021145,0.001046154,0.02339464,0.00188306,0.01037578,0.001022084,0.01270477,0.0001277104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957015,0.000259236,0.000587918,0.000240123,0.00004857675,0.0000386113,0.00002515478,0.00001708038,0.003081826],"genre_scores_gemma":[0.9938877,0.0004664901,0.002353337,0.0003286732,0.00006852434,0.00003460211,0.00008952442,0.00001385289,0.002757441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9940341,"threshold_uncertainty_score":0.031551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2089853757","doi":"10.1016/j.acalib.2010.08.008","title":"Not on the Same Page: Undergraduates' Information Retrieval in Electronic and Print Books","year":2010,"lang":"en","type":"article","venue":"The Journal of Academic Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":147,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan; Western University; University of Windsor","funders":"","keywords":"Think aloud protocol; Library instruction; Computer science; Qualitative research; Academic library; Qualitative analysis; World Wide Web; Information retrieval; Information literacy; Psychology; Library science; Sociology","authors":[{"name":"Selinda Berg","is_ca":true},{"name":"Kristin Hoffmann","is_ca":true},{"name":"DeDe Dawson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02117115825054706,"gpt":0.2182960151405739,"spread":0.1971248568900268,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003039541,0.0001841214,0.0004087001,0.00181444,0.003517549,0.00938941,0.0006636293,0.002278403,0.03751383],"category_scores_gemma":[0.02395182,0.0003206588,0.0003056448,0.003041221,0.001450478,0.009856597,0.002127696,0.001424931,0.007406518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001889469,"about_ca_system_score_gemma":0.003258092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01488911,"about_ca_topic_score_gemma":0.04512612,"domain_scores_codex":[0.9978229,0.0004423354,0.0002083196,0.0001745871,0.00103246,0.0003194839],"domain_scores_gemma":[0.9858897,0.004237736,0.001319312,0.0006679969,0.00411639,0.003768861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005524029,0.001425973,0.1453285,0.0003558397,0.00003787867,0.001029165,0.07338423,0.0001158624,0.001997963,0.010239,0.3924612,0.3730719],"study_design_scores_gemma":[0.00008348367,0.0005510406,0.4402861,0.0004975166,0.0001763139,0.002631075,0.1799149,0.0007640882,0.004123234,0.00605439,0.3648078,0.0001099833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7837742,0.00647719,0.0007210539,0.06784845,0.003008758,0.00006244776,0.0004491621,0.0003491983,0.1373096],"genre_scores_gemma":[0.8602017,0.003202175,0.000800312,0.008127496,0.0007991798,0.00001873034,0.0004738102,0.0001610631,0.1262156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03751383,"threshold_uncertainty_score":0.1254962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2108672497","doi":"10.5860/crl.68.5.418","title":"A Strategy for Academic Libraries in the First Quarter of the 21st Century","year":2007,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":143,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); World Wide Web; Academic library; Purchasing; The Internet; Computer science; Space (punctuation); Digital library; Service (business); Library science; Business; Marketing; History","authors":[{"name":"David W. Lewis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0664066989240986,"gpt":0.3074479166515285,"spread":0.2410412177274299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01258101,0.0009153752,0.0006518513,0.003301402,0.01438321,0.02757206,0.002838604,0.009239903,0.007069473],"category_scores_gemma":[0.01280577,0.0004025234,0.0006806274,0.003984008,0.008345603,0.01721783,0.01694969,0.005884925,0.005158825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01535466,"about_ca_system_score_gemma":0.06855869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009907891,"about_ca_topic_score_gemma":0.01297019,"domain_scores_codex":[0.9864697,0.005946632,0.0005414743,0.0009095509,0.003644783,0.00248776],"domain_scores_gemma":[0.9841301,0.001151112,0.0010538,0.0009531017,0.004378085,0.008333923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008567354,0.0004433214,0.002885791,0.0003390421,0.00003056273,0.0007186124,0.03377113,0.0007168105,0.001345248,0.6003281,0.2075293,0.1518063],"study_design_scores_gemma":[0.0000287074,0.0000926066,0.0008792053,0.0002060973,0.00001248346,0.0003375944,0.02654235,0.0004191629,0.001027419,0.052843,0.9175635,0.00004783241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.03639292,0.00736552,0.02290543,0.6492191,0.0027058,0.0003340107,0.00005561168,0.0009365199,0.2800851],"genre_scores_gemma":[0.4472812,0.009136551,0.04851666,0.1556649,0.001492008,0.0006562851,0.0001565607,0.0004964466,0.3365993],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.972428,"threshold_uncertainty_score":0.1114064,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2114516277","doi":"10.1080/00986280701818532","title":"Evaluating the Electronic Textbook: Is it Time to Dispense with the Paper Text?","year":2008,"lang":"en","type":"article","venue":"Teaching of Psychology","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":129,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Psychology; Mathematics education; Higher education; Pedagogy","authors":[{"name":"James A. Shepperd","is_ca":false},{"name":"Erika J. Koch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0456993150364613,"gpt":0.3330190879376967,"spread":0.2873197729012354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005965894,0.0004033372,0.0003867709,0.0008522401,0.000457407,0.002940213,0.0006001962,0.0007537708,0.004874025],"category_scores_gemma":[0.05519784,0.0001694713,0.0003234803,0.000661939,0.0005611409,0.001942259,0.000814431,0.0007726221,0.001655929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004885861,"about_ca_system_score_gemma":0.0006638988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009016915,"about_ca_topic_score_gemma":0.001722213,"domain_scores_codex":[0.9959895,0.001450222,0.0004738295,0.0002828772,0.001601087,0.0002024808],"domain_scores_gemma":[0.9574007,0.01806107,0.01339781,0.001279324,0.006456035,0.003405003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001616504,0.004932741,0.5451655,0.0005762775,0.0001991515,0.0004392938,0.00988542,0.0003343989,0.01030602,0.0005167292,0.00465307,0.4213749],"study_design_scores_gemma":[0.0002988798,0.01329973,0.9351057,0.0005299017,0.00021145,0.001046154,0.02339467,0.001883058,0.01037579,0.001022084,0.01270479,0.0001277104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957015,0.0002592365,0.000587918,0.0002401237,0.00004857684,0.00003861138,0.0000251548,0.0000170804,0.003081826],"genre_scores_gemma":[0.9938877,0.000466491,0.002353342,0.0003286735,0.00006852453,0.00003460211,0.00008952434,0.00001385292,0.002757442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005965894,"threshold_uncertainty_score":0.031551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2132246937","doi":"10.5210/fm.v16i6.3340","title":"Reading revolutions: Online digital text and implications for reading in academe","year":2011,"lang":"en","type":"article","venue":"First Monday","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":98,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Reading (process); Variety (cybernetics); The Internet; Digital transformation; Focus (optics); Computer science; World Wide Web; Multimedia; Psychology; Library science; Political science; Artificial intelligence","authors":[{"name":"Barry Cull","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04223768800105032,"gpt":0.2431150214272972,"spread":0.2008773334262469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002211115,0.0001613624,0.0002975301,0.002805272,0.005042057,0.01259166,0.0006604453,0.002053043,0.01168163],"category_scores_gemma":[0.01396984,0.0001711236,0.0002500241,0.003608661,0.0124465,0.01365966,0.004986652,0.002765233,0.001326985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004008932,"about_ca_system_score_gemma":0.0019824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006257161,"about_ca_topic_score_gemma":0.01079971,"domain_scores_codex":[0.9974681,0.001376128,0.000139975,0.0002684458,0.0004050342,0.0003423886],"domain_scores_gemma":[0.9865795,0.008852015,0.001682976,0.0006893373,0.001100376,0.001095782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001648905,0.0003199108,0.03616797,0.0008038511,0.00004734167,0.0029758,0.2933656,0.000310338,0.0008844779,0.4502871,0.03609104,0.1785816],"study_design_scores_gemma":[0.00002374219,0.0001166168,0.1061738,0.001262433,0.00003443528,0.001359026,0.3671696,0.0004013911,0.001062842,0.1379412,0.3843898,0.00006521303],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3651249,0.03451362,0.001621153,0.1068493,0.0008705356,0.00003359976,0.000272899,0.00008737911,0.4906267],"genre_scores_gemma":[0.9621344,0.01434734,0.0005895914,0.003042042,0.0005808,0.00002202346,0.00008698983,0.00005114014,0.01914565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9874083,"threshold_uncertainty_score":0.03907889,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1998253418","doi":"10.1016/s0099-1333(02)00341-5","title":"Print sources in an electronic age: a vital part of the research process for undergraduate students","year":2002,"lang":"en","type":"article","venue":"The Journal of Academic Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":87,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Computer science; Completeness (order theory); Quality (philosophy); Work (physics); World Wide Web; Multimedia; Mathematics education; Psychology; Engineering; Mathematics","authors":[{"name":"Juris Dilevko","is_ca":true},{"name":"Lisa Gottlieb","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1270862924907781,"gpt":0.3435446722165235,"spread":0.2164583797257454,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02626509,0.0005414851,0.0009627889,0.005550807,0.01179376,0.0413982,0.001534925,0.004749095,0.02913787],"category_scores_gemma":[0.0922951,0.0009150068,0.0003542681,0.009321278,0.006892088,0.03607329,0.009863426,0.006104409,0.0144741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034548,"about_ca_system_score_gemma":0.01145096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088419,"about_ca_topic_score_gemma":0.004234922,"domain_scores_codex":[0.9826419,0.005905991,0.001435971,0.0009793715,0.008208952,0.0008277704],"domain_scores_gemma":[0.8767981,0.06178701,0.0102823,0.01012464,0.02598645,0.01502145],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007388814,0.0006626503,0.01452456,0.0006586866,0.00001751187,0.0004443441,0.03858644,0.00008097854,0.002569781,0.02691836,0.07150888,0.843954],"study_design_scores_gemma":[0.00002639839,0.0002926153,0.02164281,0.00214868,0.00004631892,0.001774934,0.109448,0.000280052,0.003906406,0.05802095,0.8022916,0.0001212665],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1865169,0.06514543,0.0373293,0.3770618,0.00697362,0.000880533,0.0008074289,0.001734827,0.3235501],"genre_scores_gemma":[0.5493045,0.09038468,0.09262104,0.05104136,0.01200866,0.0006587019,0.0009812322,0.002398305,0.2006014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9737349,"threshold_uncertainty_score":0.1389048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2057438177","doi":"10.1080/01930826.2010.488600","title":"E-Books Revisited: Surveying Student E-Book Usage in a Distributed Learning Academic Library 6 Years Later","year":2010,"lang":"en","type":"article","venue":"Journal of Library Administration","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Roads University","funders":"","keywords":"Library science; Download; Academic library; Library instruction; Sociology; Psychology; Computer science; Information literacy; World Wide Web","authors":[{"name":"Rosie Croft","is_ca":true},{"name":"Corey Davis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0140589985568055,"gpt":0.2550057610998235,"spread":0.240946762543018,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002087771,0.0001358838,0.0003742058,0.002180146,0.0009663196,0.002944285,0.0006780974,0.0006649183,0.00514541],"category_scores_gemma":[0.009512169,0.0002466922,0.0003684749,0.002647442,0.0003498146,0.002529395,0.001460062,0.001261334,0.003234027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009374258,"about_ca_system_score_gemma":0.0007826986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006144871,"about_ca_topic_score_gemma":0.009666564,"domain_scores_codex":[0.9984868,0.0003570344,0.0002188345,0.0001364111,0.0005982002,0.0002027577],"domain_scores_gemma":[0.9877962,0.00277356,0.003117625,0.0004706241,0.003672973,0.002168946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001278909,0.0008575319,0.9533738,0.00009998333,0.00003275785,0.000220666,0.01173891,0.00005079464,0.0003646508,0.00008608004,0.001887141,0.03115986],"study_design_scores_gemma":[0.000006601683,0.0003970647,0.9719042,0.00004563949,0.00001949762,0.000256632,0.02115883,0.0001730611,0.0005691012,0.00002705735,0.005421662,0.00002071109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997381,0.000157472,0.0000523698,0.0002301945,0.000008766072,0.00002085727,0.0003100239,0.00001328301,0.001825853],"genre_scores_gemma":[0.9941158,0.0003104712,0.0001441384,0.0001815198,0.00002021115,0.00003463514,0.0004567591,0.00001113732,0.004725169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9970557,"threshold_uncertainty_score":0.01721311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2125399358","doi":"10.1002/asi.22801","title":"Are e‐books replacing print books? tradition, serendipity, and opportunity in the adoption and use of e‐books for historical research and teaching","year":2013,"lang":"en","type":"article","venue":"Journal of the American Society for Information Science and Technology","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":65,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"University of Warwick","keywords":"Serendipity; Persuasion; Transparency (behavior); Process (computing); Sociology; Grounded theory; Scholarly communication; Computer science; Qualitative research; Psychology; Social science; Epistemology; Publishing; Social psychology; Political science; Law","authors":[{"name":"Kim Martin","is_ca":true},{"name":"Anabel Quan‐Haase","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09103166340541005,"gpt":0.2980196830509568,"spread":0.2069880196455468,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01443758,0.0001306738,0.0002708459,0.002944574,0.002569387,0.010706,0.0008966124,0.00145633,0.001447079],"category_scores_gemma":[0.06310842,0.0004715489,0.0002068461,0.004618229,0.01547348,0.0194932,0.002897963,0.002041601,0.0001896322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003904775,"about_ca_system_score_gemma":0.002676849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005029385,"about_ca_topic_score_gemma":0.008116824,"domain_scores_codex":[0.9886853,0.007376866,0.0005585447,0.0006511949,0.00213617,0.000591867],"domain_scores_gemma":[0.9317824,0.05320359,0.008051562,0.002534663,0.002952644,0.001475143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000189816,0.0001530043,0.1182806,0.0003938495,0.000043794,0.0010423,0.6276888,0.000285463,0.001114966,0.08306636,0.0007368622,0.1670041],"study_design_scores_gemma":[0.00003145898,0.0002957859,0.1827555,0.001615458,0.0001026141,0.002096278,0.7188929,0.0008004023,0.002352896,0.02447335,0.06646819,0.0001150818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662897,0.006137367,0.001496629,0.005620081,0.00004652306,0.00001690726,0.00001340224,0.00001086285,0.02036859],"genre_scores_gemma":[0.9960284,0.002185141,0.0005649809,0.000173596,0.00002752648,0.000008111205,0.000005947519,0.000006419563,0.0009998269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.989294,"threshold_uncertainty_score":0.07635409,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W2240083779","doi":"10.1177/0165551515614472","title":"The effects of textual environment on reading comprehension: Implications for searching as learning","year":2016,"lang":"en","type":"article","venue":"Journal of Information Science","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Interactivity; Reading comprehension; Reading (process); Presentation (obstetrics); Computer science; Comprehension; Context (archaeology); Multimedia; Human–computer interaction; Cognitive psychology; Psychology; Linguistics","authors":[{"name":"Luanne Freund","is_ca":true},{"name":"Rick Kopak","is_ca":true},{"name":"Heather L. O'Brien","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01221898730093293,"gpt":0.2485376076626942,"spread":0.2363186203617613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004745371,0.0005757926,0.0005881916,0.001361649,0.0008151768,0.003173039,0.000718973,0.0006699485,0.008066328],"category_scores_gemma":[0.05866678,0.0002463695,0.0005934346,0.001118413,0.002133779,0.004315784,0.001736438,0.0008876426,0.0005855759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000703507,"about_ca_system_score_gemma":0.0008744118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313344,"about_ca_topic_score_gemma":0.001623898,"domain_scores_codex":[0.9963941,0.002038883,0.0002702519,0.0004654844,0.0006018665,0.0002295056],"domain_scores_gemma":[0.8637474,0.1172876,0.01079754,0.002379034,0.003145949,0.002642574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008792762,0.01418752,0.5006679,0.005293134,0.0006656093,0.001989602,0.1197334,0.001950642,0.05451379,0.007253354,0.001444917,0.2835073],"study_design_scores_gemma":[0.0002037789,0.006522968,0.9451203,0.0004844549,0.0004483527,0.0004320063,0.02375871,0.001197186,0.01316587,0.00587034,0.002699901,0.0000960368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854042,0.0008319094,0.001900416,0.0005530194,0.00002147525,0.0001507151,0.00008532679,0.00005183966,0.0110011],"genre_scores_gemma":[0.9958305,0.0005113494,0.002091989,0.0001177174,0.00003092695,0.0001792541,0.00006971788,0.00004692893,0.001121592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008066328,"threshold_uncertainty_score":0.02698457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2130145521","doi":"10.5860/crl-301","title":"Factors Influencing the Usage of an Electronic Book Collection: Size of the E-book Collection, the Student Population, and the Faculty Population","year":2013,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Laurentian University","funders":"University College Dublin; University of Denver; University of Rochester; American Council of Learned Societies","keywords":"Data collection; Population; Psychology; Library science; Computer science; Sociology; Demography; Social science","authors":[{"name":"Alain R. Lamothe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03155076739992645,"gpt":0.2853579401399597,"spread":0.2538071727400332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002154311,0.000111714,0.0002389662,0.001734527,0.0006780011,0.001209101,0.0003035519,0.0002227411,0.001902205],"category_scores_gemma":[0.0156229,0.00009638913,0.0002001081,0.001663555,0.000544331,0.001222646,0.0007735427,0.0003097086,0.0003192702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003054494,"about_ca_system_score_gemma":0.0005964101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581271,"about_ca_topic_score_gemma":0.003296821,"domain_scores_codex":[0.9981965,0.0006294473,0.000230269,0.0001550851,0.0006294414,0.000159194],"domain_scores_gemma":[0.9826407,0.009304758,0.004276274,0.0004710356,0.002236516,0.001070714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003985942,0.00008942176,0.9826429,0.0000358122,0.00001568937,0.00008912913,0.004222934,0.00002742206,0.0006509305,0.0000498556,0.00008670501,0.01204939],"study_design_scores_gemma":[0.000001082086,0.0001031703,0.9917425,0.00001015452,0.000008635323,0.00018233,0.007099183,0.00004389554,0.0003476496,0.00002316897,0.0004324981,0.000005803821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987273,0.0000823139,0.0001013155,0.00003915729,0.00000211494,0.00001451219,0.00005672824,0.000002954799,0.0009736197],"genre_scores_gemma":[0.9994496,0.0000915375,0.0001193636,0.00001724095,0.000007187359,0.000012815,0.00006074304,0.000002235369,0.0002393018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002154311,"threshold_uncertainty_score":0.01139319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2510392278","doi":"10.1016/j.acalib.2016.08.011","title":"Understanding Academic E-books Through the Diffusion of Innovations Theory as a Basis for Developing Effective Marketing and Educational Strategies","year":2016,"lang":"en","type":"article","venue":"The Journal of Academic Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":49,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Concordia Hospital; Manitoba Health","funders":"University College London; University of Denver","keywords":"Academic library; Diffusion of innovations; Diffusion theory; Sociology; Marketing; Diffusion; Computer science; Innovation diffusion; Business; Library science","authors":[{"name":"Melissa Raynard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0812657359642796,"gpt":0.2888667853097153,"spread":0.2076010493454357,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006717047,0.0006037744,0.0005598422,0.003484182,0.001389803,0.008735741,0.001546548,0.003876131,0.005886684],"category_scores_gemma":[0.02443912,0.0004082244,0.0004775943,0.00283656,0.006574133,0.02056819,0.00273334,0.003239451,0.0006756065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002302306,"about_ca_system_score_gemma":0.003177277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165341,"about_ca_topic_score_gemma":0.00207948,"domain_scores_codex":[0.996008,0.002291381,0.0001963892,0.0002709457,0.0009925766,0.0002406573],"domain_scores_gemma":[0.964047,0.03167041,0.001339572,0.0008977326,0.00157227,0.000473029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000239603,0.0002331633,0.006206087,0.0002926047,0.0000251578,0.0001501239,0.00936958,0.003355511,0.0004594541,0.9099133,0.001415025,0.06855596],"study_design_scores_gemma":[0.00003654252,0.0001087837,0.003097694,0.0004865487,0.00003183167,0.0001915544,0.01178021,0.02182601,0.001192044,0.9378549,0.02335759,0.00003620148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.212842,0.006405941,0.4744052,0.0421103,0.0003978438,0.0007606912,0.0001782232,0.0002441623,0.2626557],"genre_scores_gemma":[0.9194751,0.005281949,0.06713713,0.001099888,0.0001598966,0.000290428,0.00009501924,0.00004463322,0.006415867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9912643,"threshold_uncertainty_score":0.03552353,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1986872795","doi":"10.1108/03074801211199022","title":"Are books becoming extinct in academic libraries?","year":2011,"lang":"en","type":"article","venue":"New Library World","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Popularity; Reading (process); Originality; Value (mathematics); Population; Public relations; Higher education; Academic library; Sociology; Perception; Library science; World Wide Web; Computer science; Psychology; Political science; Social science; Qualitative research","authors":[{"name":"Pauline Dewan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07972099364853592,"gpt":0.2343388877966575,"spread":0.1546178941481215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004585814,0.0002593988,0.0005829381,0.003803641,0.006665988,0.01602516,0.00245108,0.002759528,0.01964751],"category_scores_gemma":[0.0328501,0.0004377283,0.0004681709,0.009133221,0.01023363,0.01849673,0.004151226,0.003299423,0.003766169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004224862,"about_ca_system_score_gemma":0.005046161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009221246,"about_ca_topic_score_gemma":0.013428,"domain_scores_codex":[0.9953447,0.001328718,0.0003916534,0.0005871457,0.00168151,0.0006663031],"domain_scores_gemma":[0.9700973,0.01057948,0.009013871,0.00155154,0.004378375,0.004379319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004324019,0.000456582,0.2566978,0.002615368,0.00009655323,0.004641148,0.1400383,0.0002276966,0.001268111,0.04660555,0.08486014,0.4620604],"study_design_scores_gemma":[0.00002230269,0.0002093748,0.2421892,0.002154871,0.00009223917,0.006370023,0.3941312,0.0001563739,0.001260425,0.01681061,0.3364747,0.0001288159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6460028,0.04668911,0.001059551,0.1324036,0.001917231,0.00005943746,0.0006069811,0.0003034256,0.1709578],"genre_scores_gemma":[0.9272649,0.03152457,0.0007713766,0.01479035,0.001610828,0.00003879282,0.000406014,0.0001305261,0.02346256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9839748,"threshold_uncertainty_score":0.06572747,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1964741832","doi":"10.1108/lht-11-2014-0107","title":"Ease of use and usefulness as measures of student experience in a multi-platform e-textbook pilot","year":2015,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Enthusiasm; Originality; Preference; Psychology; Usability; Mathematics education; Medical education; Computer science; Medicine; Social psychology; Mathematics","authors":[{"name":"David James Johnston","is_ca":true},{"name":"Selinda Berg","is_ca":true},{"name":"Karen Pillon","is_ca":true},{"name":"Mita Williams","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2211331505243213,"gpt":0.2971924316456434,"spread":0.0760592811213221,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005205633,0.0003383048,0.000499378,0.001135639,0.0004915429,0.002312567,0.0006708215,0.0005239644,0.002505484],"category_scores_gemma":[0.02514309,0.0003341314,0.0006363134,0.0007559547,0.0006736593,0.001464121,0.001738695,0.001220971,0.0007613632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003990687,"about_ca_system_score_gemma":0.0003980719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005112847,"about_ca_topic_score_gemma":0.0008406122,"domain_scores_codex":[0.9956889,0.001723772,0.0004397452,0.0003111585,0.001514179,0.0003222102],"domain_scores_gemma":[0.9713331,0.01339291,0.00622926,0.001645774,0.004401972,0.002996891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007748591,0.004096611,0.8915603,0.0002637988,0.0001263566,0.0005961477,0.03321411,0.0004950699,0.007827946,0.0001318786,0.0006695124,0.06024345],"study_design_scores_gemma":[0.00002378184,0.005360076,0.9699085,0.00005219534,0.00004424779,0.0003017767,0.01884129,0.0008977722,0.003072639,0.00007472831,0.001348544,0.00007441355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999209,0.00002190754,0.0001623465,0.0000173713,0.000003154029,0.00003260306,0.00002709499,0.000008830606,0.000517797],"genre_scores_gemma":[0.9986506,0.00003502662,0.0005251135,0.00001886975,0.000004675363,0.00007292492,0.00007259345,0.000005235599,0.0006150287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005205633,"threshold_uncertainty_score":0.02753031,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2116108339","doi":"10.1108/07378831211239942","title":"“Discovering” what's changed: a revisit of the OPACs of 260 academic libraries","year":2012,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"World Wide Web; Computer science; Library catalog; Originality; Sample (material); Interface (matter); Public access; Point (geometry); Library science; Political science","authors":[{"name":"Melissa A. Hofmann","is_ca":false},{"name":"Sharon Q. Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0172536614994127,"gpt":0.209282408332947,"spread":0.1920287468335343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00639821,0.0002765576,0.0005401161,0.01274119,0.006887915,0.007615027,0.002139744,0.0004953388,0.00175131],"category_scores_gemma":[0.03112688,0.0005240326,0.0005477141,0.03957818,0.003718083,0.004047558,0.003206344,0.0009942406,0.0005546874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0393855,"about_ca_system_score_gemma":0.06871237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9292049,"about_ca_topic_score_gemma":0.9607826,"domain_scores_codex":[0.9921438,0.0006937804,0.0008298699,0.0007294433,0.004678088,0.0009250542],"domain_scores_gemma":[0.9401035,0.01033845,0.01127534,0.002998197,0.03176916,0.003515346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008599996,0.00009437297,0.7914481,0.0006427094,0.00005752456,0.0005376505,0.09901845,0.0001248165,0.0005879867,0.001092561,0.006981334,0.09932846],"study_design_scores_gemma":[0.000002366378,0.00003583442,0.8686256,0.000242828,0.00003554939,0.0001752844,0.1090974,0.0001646493,0.000544021,0.0001243291,0.02089934,0.00005276248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984942,0.001800329,0.0004353881,0.001547316,0.00002687514,0.0001500442,0.00477159,0.00005595211,0.006270531],"genre_scores_gemma":[0.9881278,0.003192181,0.001440086,0.000962329,0.00003059383,0.00009519437,0.003473785,0.00005237716,0.002625686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.992385,"threshold_uncertainty_score":0.2857631,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1953998055","doi":"10.21432/t2nk5n","title":"Reading in the Digital Age: Using Electronic Books as a Teaching Tool for Beginning Readers / La lecture à l’ère numérique: l’utilisation de livres électroniques comme outil d’enseignement pour les lecteurs débutants","year":2012,"lang":"fr","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"Brock University","funders":"","keywords":"Reading (process); Psychology; Humanities; Computer software; Art; Computer science; Philosophy","authors":[{"name":"Katia Ciampa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02591948364102366,"gpt":0.2608478154577705,"spread":0.2349283318167469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001279788,0.0002172851,0.0002282428,0.0005211312,0.0008602561,0.002170071,0.0004082663,0.0005759765,0.00607146],"category_scores_gemma":[0.002997741,0.0001463923,0.0002817054,0.0003486998,0.0005928207,0.001524359,0.001297712,0.0005307217,0.001255457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004455025,"about_ca_system_score_gemma":0.0006962495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007886637,"about_ca_topic_score_gemma":0.002978241,"domain_scores_codex":[0.9994155,0.0002725326,0.0000356182,0.00007260389,0.0001167554,0.00008704179],"domain_scores_gemma":[0.9986388,0.0006771454,0.000191782,0.00009592591,0.0001415461,0.0002548312],"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":[0.000379649,0.002507539,0.1553542,0.001463482,0.0000485254,0.004449015,0.1736346,0.0001531273,0.02474482,0.001518819,0.002341708,0.6334046],"study_design_scores_gemma":[0.0001477932,0.006357008,0.5222372,0.001524637,0.0002539427,0.007918969,0.2718907,0.0004544321,0.02849669,0.001709241,0.158868,0.0001413333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913148,0.0005575156,0.0007623144,0.0002765423,0.00002813912,0.00004007951,0.00001986494,0.0000165181,0.006984182],"genre_scores_gemma":[0.9848488,0.00104971,0.00391776,0.0002097881,0.00003455983,0.00005173263,0.00004071158,0.00001321754,0.009833794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00607146,"threshold_uncertainty_score":0.020311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2064443469","doi":"10.1087/095315108x247276","title":"Vendor‐supplied usage data for electronic resources: a survey of academic libraries","year":2007,"lang":"en","type":"article","venue":"Learned Publishing","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Institute of Museum and Library Services","keywords":"Vendor; Statistic; Computer science; Usage data; Electronic data; Data science; World Wide Web; Database; Business; Marketing; Statistics","authors":[{"name":"Gayle Baker","is_ca":false},{"name":"Eleanor J. Read","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08495762647498085,"gpt":0.290560615342242,"spread":0.2056029888672612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01316628,0.0001714764,0.0004882421,0.005985219,0.0009272065,0.00274429,0.0007226738,0.000561387,0.002742173],"category_scores_gemma":[0.04806654,0.0004053971,0.0002667232,0.009082552,0.0007303085,0.002281859,0.001119579,0.0005205989,0.0008536393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00211116,"about_ca_system_score_gemma":0.002154957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01215919,"about_ca_topic_score_gemma":0.01321489,"domain_scores_codex":[0.9858396,0.005798915,0.002737877,0.0003781701,0.004554837,0.0006904585],"domain_scores_gemma":[0.9224785,0.03479311,0.01855779,0.002520751,0.01798459,0.0036653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001140485,0.0001704041,0.9500642,0.0002739517,0.00004137035,0.0001932199,0.01567484,0.000111256,0.0006180174,0.0002206853,0.001852012,0.03066609],"study_design_scores_gemma":[0.000008488146,0.0002278472,0.9462952,0.0001959802,0.00002127957,0.0003413537,0.04511433,0.0006163138,0.0006130954,0.00008513419,0.006440906,0.00003999809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967324,0.0003041768,0.0001949927,0.0003360071,0.000003872697,0.00003725809,0.000485417,0.00001754152,0.001888401],"genre_scores_gemma":[0.9977156,0.0004992927,0.0004970623,0.0002191515,0.000009422997,0.00005474949,0.0004268983,0.00001320792,0.0005647114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9972557,"threshold_uncertainty_score":0.06963074,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243246836","doi":"10.1002/j.2637-496x.2016.tb00914.x","title":"A Mid‐Summer Night's Dream","year":2016,"lang":"en","type":"article","venue":"Information Display","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"TandemLaunch (Canada)","funders":"","keywords":"Dream; Citation; Computer science; Library science; Psychology","authors":[{"name":"Stephen P. Atwood","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008787003057389725,"gpt":0.1987740868971038,"spread":0.1899870838397141,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001487553,0.001027345,0.0005482302,0.0006590155,0.01191859,0.01174203,0.001342335,0.002823194,0.1050454],"category_scores_gemma":[0.003247679,0.0005235458,0.0009260742,0.0005298905,0.002303235,0.006789463,0.007118816,0.0093491,0.08422291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001943605,"about_ca_system_score_gemma":0.002800446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008711701,"about_ca_topic_score_gemma":0.01871702,"domain_scores_codex":[0.9990688,0.0002276846,0.00002694455,0.0001376167,0.0002757923,0.0002631675],"domain_scores_gemma":[0.9973947,0.00006874206,0.00005922298,0.000162034,0.0005735587,0.001741695],"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":[0.00003928889,0.0000385141,0.0002723117,0.00004550903,0.00000647262,0.0002300968,0.002952097,0.00002497504,0.0002148322,0.005208659,0.9749827,0.01598458],"study_design_scores_gemma":[0.000003696346,0.00001917294,0.0003469157,0.00005968104,0.000002031385,0.0002681211,0.006279798,0.00002282822,0.0000796626,0.001407625,0.9914949,0.00001559537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01300901,0.01107646,0.005955864,0.204833,0.08699237,0.0001801339,0.002156876,0.003346479,0.6724497],"genre_scores_gemma":[0.05059003,0.004581055,0.002234682,0.0389363,0.004308715,0.00009386873,0.001243994,0.001099118,0.8969123],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1050454,"threshold_uncertainty_score":0.3514117,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2766830856","doi":"10.1080/01462679.2017.1365264","title":"Ebooks Versus Print Books: Format Preferences in an Academic Library","year":2017,"lang":"en","type":"article","venue":"Collection Management","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Metadata; World Wide Web; Subject (documents); Computer science; Collection development; Subject matter; Electronic book; Academic library; Library science; Usage data; Information retrieval; Multimedia; Sociology","authors":[{"name":"Weijing Yuan","is_ca":true},{"name":"Marlene van Ballegooie","is_ca":true},{"name":"Jennifer L. Robertson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0493155833795126,"gpt":0.2680266582627259,"spread":0.2187110748832133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002823379,0.0001727571,0.0003273985,0.003115685,0.0009673988,0.003274781,0.0003437908,0.0002553327,0.003447322],"category_scores_gemma":[0.01869264,0.0001677421,0.0002420629,0.005223125,0.0006967153,0.002350309,0.0009601877,0.0002615325,0.0006468574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148329,"about_ca_system_score_gemma":0.0007057018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01810631,"about_ca_topic_score_gemma":0.03937909,"domain_scores_codex":[0.997834,0.000842387,0.0002846174,0.000140456,0.0007460515,0.0001523946],"domain_scores_gemma":[0.9794781,0.01467021,0.002510629,0.00054596,0.002259855,0.0005352735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001187749,0.0001877686,0.728262,0.0006551286,0.0001562563,0.0005906968,0.1214555,0.0002486393,0.00636564,0.0006322134,0.001983684,0.1382748],"study_design_scores_gemma":[0.00001286903,0.0002487797,0.9023148,0.0001319664,0.00007614674,0.0004314772,0.08768535,0.0004779599,0.002373575,0.0001883752,0.005993611,0.00006507427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959102,0.0002519802,0.0002349826,0.00006995284,0.000003746154,0.00001581662,0.0001482448,0.00001387358,0.003351165],"genre_scores_gemma":[0.9972612,0.0003943832,0.0004543184,0.00005807543,0.00001117106,0.00001548566,0.0001458965,0.00001786666,0.001641638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9967252,"threshold_uncertainty_score":0.03600186,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1488712259","doi":"10.1108/07378830910942973","title":"One box to search them all","year":2009,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; World Wide Web; Usability; Context (archaeology); Academic institution; Resource (disambiguation); Knowledge management; Library science","authors":[{"name":"Ian Gibson","is_ca":true},{"name":"Lisa Goddard","is_ca":true},{"name":"Shannon Gordon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03736490676071608,"gpt":0.231601826850561,"spread":0.1942369200898449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001919373,0.001631203,0.001863325,0.005320355,0.004354674,0.008293053,0.002036227,0.003936633,0.6772069],"category_scores_gemma":[0.0164696,0.0006622419,0.001231776,0.005537091,0.001243128,0.01333518,0.007067609,0.00343566,0.5977811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069855,"about_ca_system_score_gemma":0.002928358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003758976,"about_ca_topic_score_gemma":0.005237798,"domain_scores_codex":[0.9979068,0.000504229,0.0002502825,0.000309333,0.0007191399,0.0003102986],"domain_scores_gemma":[0.9925901,0.001997716,0.0005772937,0.001338999,0.002346014,0.001149858],"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":[0.0000417012,0.00002637273,0.0002332503,0.0003447246,0.000006845104,0.0001309626,0.0002705199,0.00002514973,0.0002270409,0.003893531,0.9077104,0.08708948],"study_design_scores_gemma":[0.000008338786,0.00001760093,0.0001811361,0.0002473427,0.000003162859,0.0001450603,0.0007084867,0.00002590826,0.00009204821,0.001233526,0.9973225,0.00001488656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003221492,0.01233782,0.0122276,0.05145826,0.01987014,0.001205136,0.02076596,0.01452027,0.8643934],"genre_scores_gemma":[0.01109694,0.006315426,0.01132101,0.02907369,0.00438762,0.0006283858,0.0119336,0.005066883,0.9201764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6772069,"threshold_uncertainty_score":0.4604252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2091932458","doi":"10.1108/07378830210444469","title":"A study of collaborative storage of library resources","year":2002,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kensington Health","funders":"","keywords":"Context (archaeology); Perspective (graphical); Computer science; Space (punctuation); Digital library; Information repository; Information storage; Data collection; Knowledge management; Storage management; Computer data storage; Database; World Wide Web; Sociology; Geography","authors":[{"name":"Steve O’Connor","is_ca":false},{"name":"Andrew Wells","is_ca":true},{"name":"Mel Collier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01509864632934282,"gpt":0.1945227736436071,"spread":0.1794241273142642,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004799932,0.0002932274,0.0005980084,0.002252958,0.01036822,0.0118175,0.002544599,0.003061689,0.01170964],"category_scores_gemma":[0.01711979,0.0004848668,0.0006565702,0.007045117,0.009985819,0.01559614,0.00631219,0.002064837,0.000926942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01167776,"about_ca_system_score_gemma":0.009144861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03894841,"about_ca_topic_score_gemma":0.03148162,"domain_scores_codex":[0.9923593,0.004942746,0.0001902111,0.0005308627,0.0009631267,0.001013773],"domain_scores_gemma":[0.9831976,0.01099763,0.00176536,0.001366069,0.001154669,0.001518682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001539548,0.0005128457,0.008332234,0.0002832801,0.0000510389,0.001180582,0.07219906,0.003798486,0.0004569261,0.8774054,0.006507492,0.02911874],"study_design_scores_gemma":[0.0002817172,0.0008576878,0.02178731,0.0008307183,0.0001252962,0.001517652,0.3452496,0.01858975,0.001449813,0.3144608,0.2947139,0.000135758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5427411,0.004344222,0.009830689,0.01437074,0.00008309129,0.0002560193,0.0002101172,0.00005222681,0.4281118],"genre_scores_gemma":[0.9761511,0.001962522,0.002599684,0.0004405662,0.00004666729,0.0001671601,0.0000520878,0.00002699956,0.01855323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9881825,"threshold_uncertainty_score":0.08472848,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W2033054688","doi":"10.5860/crl-280","title":"Overlap between Humanities Faculty Citation and Library Monograph Collections, 2004–2009","year":2012,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Interlibrary loan; Citation; Library science; Quarter (Canadian coin); Subject (documents); Library of Congress Classification; Collection development; Order (exchange); Citation analysis; Institution; Plan (archaeology); Digital humanities; Political science; History; Sociology; Social science; Computer science; Business; Library classification","authors":[{"name":"Jennifer Knievel","is_ca":false},{"name":"Charlene Kellsey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1159938764366107,"gpt":0.3054477417261003,"spread":0.1894538652894896,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003552342,0.0002531033,0.0005196542,0.07100126,0.002394315,0.005110829,0.001015036,0.0004722947,0.00777053],"category_scores_gemma":[0.0322594,0.0002660344,0.0004038752,0.100246,0.0009894021,0.003405144,0.003378998,0.0005450469,0.001583762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006162351,"about_ca_system_score_gemma":0.004472796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03599004,"about_ca_topic_score_gemma":0.09033565,"domain_scores_codex":[0.9947463,0.0005437092,0.001124985,0.0005872644,0.002487579,0.000510051],"domain_scores_gemma":[0.9440892,0.01414312,0.02184544,0.003022426,0.01433917,0.002560727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002924529,0.0001247518,0.781182,0.00181652,0.0003371815,0.0007542467,0.02242185,0.0002303812,0.002113013,0.004712131,0.0411513,0.1448641],"study_design_scores_gemma":[0.000002925896,0.00001457584,0.9434742,0.0002066412,0.00004553622,0.0003263326,0.004572068,0.00005926335,0.0005883262,0.0001508821,0.05053708,0.00002216521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8585495,0.01938795,0.0004047627,0.002205109,0.0004716194,0.000125768,0.04714694,0.00024586,0.07146249],"genre_scores_gemma":[0.9367806,0.008912702,0.001139861,0.0002951771,0.0004921982,0.000215301,0.0324645,0.0001231673,0.01957652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9948892,"threshold_uncertainty_score":0.07156116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4254291794","doi":"10.1201/9781420068030.ch9","title":"Canadian Association of Research Libraries","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Association (psychology); Library science; Computer science; Psychology","authors":[{"name":"Timothy Mark","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03631544269435809,"gpt":0.2419912478727295,"spread":0.2056758051783714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002335341,0.001075084,0.001244452,0.006133518,0.008403515,0.009615721,0.002250016,0.002275157,0.3163301],"category_scores_gemma":[0.004516417,0.00094132,0.0007223602,0.01222716,0.001834119,0.003388993,0.002387651,0.002490074,0.1923156],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0231277,"about_ca_system_score_gemma":0.09896464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8453146,"about_ca_topic_score_gemma":0.9357155,"domain_scores_codex":[0.996873,0.0001352416,0.0001272954,0.0002969518,0.002148297,0.0004192647],"domain_scores_gemma":[0.9931931,0.0002235784,0.0001151847,0.0004408513,0.00529807,0.000729251],"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":[0.000008620401,0.000006435916,0.000103427,0.00008507009,0.000001958625,0.00001162836,0.00004555584,0.00002761194,0.00003119369,0.007440299,0.9538218,0.03841637],"study_design_scores_gemma":[9.936055e-7,8.176552e-7,0.000200521,0.00003051743,0.000001619536,0.000007047945,0.00004211639,0.0000144427,0.00001532419,0.0003204298,0.9993628,0.000003332282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002500374,0.01149823,0.0004618353,0.007467646,0.003380895,0.00007010676,0.005891756,0.0006738422,0.9703056],"genre_scores_gemma":[0.0009852708,0.00457069,0.0004900632,0.0005003716,0.0001126377,0.00001953429,0.001499326,0.00009319921,0.991729],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9768723,"threshold_uncertainty_score":0.9751721,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2080866309","doi":"10.1108/02641610810878585","title":"eBook Loans: an e‐twist on a classic interlending service","year":2008,"lang":"en","type":"article","venue":"Interlending & Document Supply","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Context (archaeology); Service (business); Interlibrary loan; Loan; Originality; World Wide Web; Business; Digital library; Computer science; Public relations; Knowledge management; Marketing; Sociology; Political science; Finance","authors":[{"name":"Bronwen Woods","is_ca":true},{"name":"Michael Ireland","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02710307269849413,"gpt":0.243800382618499,"spread":0.2166973099200049,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006562536,0.0004096623,0.0002966617,0.001454063,0.006072449,0.01512289,0.001662397,0.002486062,0.01904013],"category_scores_gemma":[0.01038466,0.000342253,0.0002917417,0.002791281,0.01373968,0.01281695,0.007517754,0.00408506,0.004432833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009375064,"about_ca_system_score_gemma":0.02057573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04914196,"about_ca_topic_score_gemma":0.05850904,"domain_scores_codex":[0.9931409,0.002387227,0.0002367404,0.0004041449,0.003049106,0.0007819154],"domain_scores_gemma":[0.993234,0.002005606,0.0002815514,0.001000834,0.001702762,0.001775283],"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":[0.0001837768,0.0001746957,0.003565279,0.0002990947,0.000009794919,0.0006789102,0.01896505,0.0006204786,0.00102954,0.5649267,0.1090135,0.3005332],"study_design_scores_gemma":[0.0000158502,0.00008352666,0.001637551,0.0002967689,0.000005321471,0.0003228564,0.01557641,0.0005646598,0.0005788074,0.02663837,0.9542394,0.00004044366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07885946,0.006025823,0.06129185,0.1475972,0.002476058,0.000611598,0.0003577689,0.001406041,0.7013743],"genre_scores_gemma":[0.571689,0.008162104,0.04548476,0.01239413,0.0008689628,0.0003928352,0.0002235596,0.0005967369,0.3601879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04914196,"threshold_uncertainty_score":0.0977118,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1586668637","doi":"10.22230/cjc.2002v27n4a1326","title":"Double Fold: Libraries and the Assault on Paper","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Fold (higher-order function); Political science; Criminology; Computer security; Computer science; Psychology; Programming language","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02296798666725103,"gpt":0.1863786258789285,"spread":0.1634106392116775,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009236974,0.0007498154,0.0007241033,0.005093408,0.02262903,0.0340679,0.002017696,0.0150872,0.090141],"category_scores_gemma":[0.05471846,0.0007333586,0.0007309254,0.004618295,0.0211725,0.02130425,0.01063756,0.01364875,0.01876836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009032473,"about_ca_system_score_gemma":0.008038791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03359467,"about_ca_topic_score_gemma":0.03913478,"domain_scores_codex":[0.9884005,0.003165891,0.0005016197,0.0009204622,0.005095174,0.001916397],"domain_scores_gemma":[0.9707091,0.01217898,0.00224486,0.003914874,0.006817712,0.004134481],"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":[0.00007937165,0.00003258043,0.001326605,0.0000525356,0.00001226506,0.0004686879,0.01543493,0.00003146026,0.0001478989,0.2990189,0.6569639,0.02643085],"study_design_scores_gemma":[0.000009654305,0.00001073392,0.0007602866,0.0001629554,0.000006057006,0.000364674,0.009445664,0.00002919084,0.0001894169,0.01969533,0.9692985,0.00002748758],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01247929,0.01204727,0.001320848,0.3143408,0.01231542,0.00002684437,0.0002706075,0.0002746148,0.6469243],"genre_scores_gemma":[0.1603238,0.004664914,0.0005467372,0.08603346,0.006971704,0.00004425882,0.0001105533,0.0006232859,0.7406814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9659321,"threshold_uncertainty_score":0.3015517,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2087871655","doi":"10.6017/ital.v24i1.3361","title":"Dispelling Five Myths about E-books","year":2005,"lang":"en","type":"article","venue":"Information Technology and Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mythology; Quarter (Canadian coin); Bust; Computer science; World Wide Web; Digital library; Library science; Advertising; Business; History; Art; Boom; Engineering; Literature","authors":[{"name":"James Gall","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004661284893325229,"gpt":0.1758279336159123,"spread":0.171166648722587,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01766417,0.0005945108,0.0005067692,0.003068395,0.01226111,0.01733344,0.002138918,0.006661396,0.006397247],"category_scores_gemma":[0.0367267,0.000541417,0.0004887548,0.002403063,0.0464277,0.03578677,0.008459627,0.02138567,0.00144504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006684272,"about_ca_system_score_gemma":0.00449323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002769494,"about_ca_topic_score_gemma":0.002751901,"domain_scores_codex":[0.9859196,0.00787343,0.0005901041,0.0009642896,0.003804608,0.000848011],"domain_scores_gemma":[0.9602852,0.02892879,0.001869226,0.002000691,0.004630046,0.002286041],"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":[0.00006441461,0.00008916462,0.00183808,0.0004221452,0.00002156558,0.0003799473,0.1230685,0.0001218357,0.0002737257,0.6861991,0.1420551,0.04546645],"study_design_scores_gemma":[0.00002278251,0.00004984365,0.0009780294,0.001392539,0.000009538307,0.0005902715,0.1290808,0.0002248188,0.00048654,0.1883666,0.6787541,0.00004403496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02200816,0.01949883,0.003989922,0.839214,0.006477803,0.00003153968,0.00005552094,0.00007554426,0.1086488],"genre_scores_gemma":[0.5970277,0.03173772,0.004696051,0.312769,0.007597521,0.0001541856,0.0001358856,0.0002367231,0.04564528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01766417,"threshold_uncertainty_score":0.09341812,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W319001012","doi":"10.29173/istl2503","title":"E-Books in the Sciences: If We Buy It Will They Use It?","year":2009,"lang":"en","type":"article","venue":"Issues in Science and Technology Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Graduate students; Library science; Electronic book; Sociology; Psychology; Medical education; Pedagogy; Computer science; Medicine","authors":[{"name":"Rajiv Nariani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04262763978639309,"gpt":0.2725772755197742,"spread":0.2299496357333811,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00402916,0.0001350684,0.0003640875,0.00108539,0.002861425,0.007458444,0.000522476,0.001956685,0.01329544],"category_scores_gemma":[0.02863308,0.0001984635,0.0002080177,0.003070288,0.003331311,0.01155019,0.001390447,0.00276835,0.002844062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001393374,"about_ca_system_score_gemma":0.002172155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005746551,"about_ca_topic_score_gemma":0.00922278,"domain_scores_codex":[0.996824,0.001184513,0.0001643735,0.0001626976,0.001222068,0.0004423377],"domain_scores_gemma":[0.9839318,0.007733873,0.002306468,0.0004093788,0.002683601,0.002934937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009627299,0.0004739988,0.2531995,0.0005215767,0.00006117622,0.0004355506,0.05202246,0.00005316695,0.0006275477,0.0267134,0.1422573,0.5235381],"study_design_scores_gemma":[0.0000227074,0.0002748564,0.2816782,0.00177565,0.00008465345,0.001248358,0.2774582,0.0002248712,0.0008264503,0.01564973,0.4206671,0.00008928038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4086288,0.04629191,0.001313898,0.3822106,0.002161895,0.00004381705,0.0002177437,0.00008209065,0.1590494],"genre_scores_gemma":[0.8924893,0.03525596,0.0009162559,0.04048326,0.001223927,0.00003107223,0.000128001,0.00004590969,0.0294264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9925416,"threshold_uncertainty_score":0.0444777,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2534216320","doi":"10.1108/cb-09-2016-0025","title":"Current trends in collection development practices and policies","year":2016,"lang":"en","type":"article","venue":"Collection Building","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Collection development; Collections management; Snapshot (computer storage); Digital collections; Rationalization (economics); Originality; Documentation; Computer science; Data collection; Special collections; Public relations; World Wide Web; Library science; Sociology; Political science; Qualitative research; Management; Economics","authors":[{"name":"Tony Horava","is_ca":true},{"name":"Michael Levine‐Clark","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03693555426150666,"gpt":0.2911433469048575,"spread":0.2542077926433509,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02973,0.0002838877,0.0005327069,0.006237915,0.005509379,0.0175354,0.003723757,0.001385126,0.007530092],"category_scores_gemma":[0.04717179,0.0006591722,0.0005066567,0.02061567,0.006038345,0.01064539,0.005461139,0.002984148,0.002034475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02140786,"about_ca_system_score_gemma":0.03159001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0659747,"about_ca_topic_score_gemma":0.06472138,"domain_scores_codex":[0.9704621,0.009283978,0.003621883,0.003789877,0.01001272,0.00282943],"domain_scores_gemma":[0.8729967,0.04558276,0.02065543,0.009795666,0.03965072,0.0113187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002703795,0.0004251968,0.2077538,0.00403508,0.0001726662,0.0003344481,0.04446894,0.001267358,0.001837408,0.07382565,0.07062878,0.5949804],"study_design_scores_gemma":[0.00002218538,0.0001263799,0.1636484,0.002724965,0.00005972063,0.0004788069,0.1108362,0.0006381882,0.002358373,0.008146901,0.7107874,0.0001724531],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4806458,0.1072404,0.0116866,0.1774017,0.0007604706,0.0004007309,0.003260749,0.001411885,0.2171917],"genre_scores_gemma":[0.8947522,0.05377373,0.01332734,0.0143876,0.0006053973,0.0003770734,0.001998449,0.0003080638,0.02047003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0659747,"threshold_uncertainty_score":0.1572291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2088614083","doi":"10.1108/00907321111135493","title":"Library support of bibliographic management tools: a review","year":2011,"lang":"en","type":"review","venue":"Reference Services Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Benchmarking; Computer science; Originality; Library science; World Wide Web; Process (computing); Service (business); Academic library; Work (physics); Higher education; Digital library; Business; Engineering; Sociology; Political science","authors":[{"name":"H. Stephen McMinn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0870317036448305,"gpt":0.2970562575342295,"spread":0.2100245538893991,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007217677,0.0006813416,0.00250211,0.0143014,0.000653862,0.002975316,0.001911608,0.001477253,0.004175366],"category_scores_gemma":[0.0255987,0.0007372185,0.0008885949,0.0199909,0.001049843,0.003020399,0.001130851,0.001169593,0.001435677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002329575,"about_ca_system_score_gemma":0.01214649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008359707,"about_ca_topic_score_gemma":0.0156873,"domain_scores_codex":[0.9955418,0.00139566,0.0009159043,0.0003036278,0.00169762,0.0001454776],"domain_scores_gemma":[0.9705858,0.01730649,0.004191502,0.0004257874,0.006868405,0.000622088],"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":[0.00005485967,0.0000483761,0.000501172,0.1286743,0.0002891247,0.00009039475,0.0003052963,0.0001189382,0.0002383789,0.001095808,0.01700667,0.8515767],"study_design_scores_gemma":[0.00005442169,0.0002403356,0.005810236,0.1730714,0.001494802,0.0009608298,0.000782432,0.0001150541,0.0006045026,0.0008017671,0.8160134,0.00005086702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001237334,0.9985626,0.00004944482,0.0002980546,0.00006589277,0.00001248749,0.00001897911,0.00000556475,0.0008631842],"genre_scores_gemma":[0.00146025,0.9979767,0.0001943087,0.0001361025,0.00005166519,0.00001912845,0.00002746831,0.000001877797,0.0001324996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9970247,"threshold_uncertainty_score":0.03817117,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1955515178","doi":"10.1002/j.0022-0337.2012.76.6.tb05307.x","title":"Electronic vs. Traditional Textbook Use: Dental Students’ Perceptions and Study Habits","year":2012,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Reading (process); Dental education; Medicine; Mathematics education; Family medicine; Political science","authors":[{"name":"Marcia Ditmyer","is_ca":false},{"name":"Jared Dye","is_ca":false},{"name":"Nadim Guirguis","is_ca":false},{"name":"Kyle Jamison","is_ca":false},{"name":"Michael Moody","is_ca":false},{"name":"Connie Mobley","is_ca":false},{"name":"William D. Davenport","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01998965465316719,"gpt":0.269799128381942,"spread":0.2498094737287748,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002570006,0.0001617872,0.0003575551,0.001771498,0.0004982653,0.001788581,0.0003549927,0.0004609094,0.002871746],"category_scores_gemma":[0.01024927,0.0003159934,0.000413064,0.001307838,0.0006502207,0.001078169,0.001190537,0.0007003136,0.0004688364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005260261,"about_ca_system_score_gemma":0.0005857035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002087769,"about_ca_topic_score_gemma":0.003133376,"domain_scores_codex":[0.9983662,0.000330404,0.000287376,0.0001316793,0.0006673255,0.0002170025],"domain_scores_gemma":[0.9881538,0.005391723,0.003634131,0.0002622421,0.001115331,0.001442808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015782,0.0003831802,0.9747536,0.00009069901,0.0000277159,0.0001409542,0.01334886,0.00002723899,0.0007098333,0.00005552622,0.0001901081,0.01017062],"study_design_scores_gemma":[0.00001231338,0.0004816961,0.9559057,0.00006754587,0.00003510033,0.0004880251,0.04072288,0.0001568911,0.0003708669,0.00006338802,0.001672433,0.00002303502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998875,0.0001761603,0.00005145298,0.00007975665,0.000004207036,0.00001479908,0.00005148523,0.000002427072,0.0007448614],"genre_scores_gemma":[0.9990656,0.0002346238,0.0001039481,0.00009011466,0.000007538439,0.00001875932,0.00005971902,0.000002028729,0.0004178458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002871746,"threshold_uncertainty_score":0.01359165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1538927143","doi":"10.1300/j111v41n01_10","title":"eBooks for a Distributed Learning University","year":2004,"lang":"en","type":"article","venue":"Journal of Library Administration","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Roads University","funders":"","keywords":"Computer science; Distributed learning; Library science; World Wide Web; Sociology; Pedagogy","authors":[{"name":"Rosie Croft","is_ca":true},{"name":"Shailoo Bedi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01142562549538959,"gpt":0.1978745220904577,"spread":0.1864488965950681,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004566556,0.0002265385,0.0002660445,0.001910993,0.005464545,0.006163008,0.0009983701,0.0006698183,0.03385704],"category_scores_gemma":[0.01128768,0.0002532954,0.0002727851,0.002464257,0.001241521,0.004211659,0.00477292,0.001202995,0.006811264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591383,"about_ca_system_score_gemma":0.005710511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003446458,"about_ca_topic_score_gemma":0.007286563,"domain_scores_codex":[0.9968237,0.001186649,0.0002287237,0.0002644693,0.001207434,0.0002890079],"domain_scores_gemma":[0.9875216,0.003800552,0.0006040219,0.002210214,0.002659458,0.003204145],"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":[0.0003910894,0.001336822,0.01125319,0.0006763563,0.00002532823,0.0009571513,0.02023763,0.0005023407,0.005200541,0.02125673,0.07582399,0.8623388],"study_design_scores_gemma":[0.0001635543,0.000804604,0.02591055,0.0005502247,0.00004159196,0.0005780266,0.02318333,0.001055951,0.006618893,0.008782572,0.9322154,0.00009523056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4892923,0.003891517,0.03209565,0.02358709,0.001024511,0.002315833,0.00130485,0.004961441,0.4415267],"genre_scores_gemma":[0.670593,0.001993376,0.05094675,0.00188536,0.0005006781,0.000669549,0.0008004768,0.0006047862,0.2720061],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03385704,"threshold_uncertainty_score":0.1132631,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985022543","doi":"10.1108/eum0000000006541","title":"Use of electronic monographs in the humanities and social sciences","year":2001,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Quest University Canada","funders":"","keywords":"Electronic library; World Wide Web; Computer science; Collection development; Information retrieval; Digital humanities; Online search; Library science; Data science; Digital library; Art","authors":[{"name":"Carol Ann Hughes","is_ca":false},{"name":"Nancy L. Buchanan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05757048555151865,"gpt":0.2255671503695742,"spread":0.1679966648180556,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001293578,0.0002391144,0.0003918678,0.03216184,0.001384731,0.003576596,0.0005479411,0.0002812626,0.02257357],"category_scores_gemma":[0.01730229,0.0002342761,0.000220402,0.03388223,0.0004609608,0.002784212,0.001791493,0.00044161,0.00671923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008986476,"about_ca_system_score_gemma":0.001323552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005020047,"about_ca_topic_score_gemma":0.01630418,"domain_scores_codex":[0.9983655,0.0002600997,0.0002616068,0.0001681078,0.0008329051,0.0001118362],"domain_scores_gemma":[0.9692364,0.01828508,0.005214013,0.001797947,0.004025563,0.001440975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003360432,0.000275509,0.4047585,0.002579274,0.0001258736,0.0004990208,0.01085666,0.000333324,0.00752466,0.004204312,0.06967691,0.4988299],"study_design_scores_gemma":[0.00001815645,0.0001695774,0.764758,0.000586542,0.00007745847,0.0007483675,0.004236157,0.0004444977,0.003405507,0.001136255,0.2243564,0.00006311975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6992044,0.01545049,0.002030964,0.002442406,0.0002337406,0.0005479486,0.1278079,0.001410036,0.1508721],"genre_scores_gemma":[0.8017563,0.02155432,0.007502445,0.0008829143,0.0006043463,0.0006528306,0.09560481,0.0004642517,0.07097782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9964234,"threshold_uncertainty_score":0.0755161,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2031008171","doi":"10.1108/01604951011040143","title":"Electronic collection growth: an academic library case study","year":2010,"lang":"en","type":"article","venue":"Collection Building","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Collection development; Resource (disambiguation); Annual growth %; Academic library; Library science; Usage data; Business; Data science; Computer science; World Wide Web; Geography","authors":[{"name":"Diana Kichuk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01461462194150985,"gpt":0.2530173927391344,"spread":0.2384027707976246,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008306829,0.0005274973,0.0004692922,0.005703786,0.009740734,0.007237932,0.003280235,0.00199368,0.006262841],"category_scores_gemma":[0.01822166,0.0004412988,0.0006182978,0.01457208,0.003930808,0.006361244,0.005928554,0.001777655,0.001252049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0123501,"about_ca_system_score_gemma":0.006867966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02748795,"about_ca_topic_score_gemma":0.04288107,"domain_scores_codex":[0.9891039,0.006382234,0.000609286,0.0005710815,0.002149756,0.001183807],"domain_scores_gemma":[0.9794008,0.01079166,0.003173853,0.0015512,0.003121589,0.00196086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006393936,0.003832465,0.2955519,0.002106347,0.000145901,0.08920949,0.3279422,0.005074784,0.001542761,0.05171879,0.02417846,0.1980576],"study_design_scores_gemma":[0.00007295813,0.0006606586,0.06068144,0.001094535,0.00009534229,0.02251898,0.7400297,0.004029581,0.004335747,0.005609087,0.1607359,0.0001360155],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402635,0.001281881,0.00324676,0.003978731,0.00007144161,0.0005910259,0.0004503968,0.00008715541,0.0500292],"genre_scores_gemma":[0.979715,0.002145328,0.004975198,0.000541111,0.0000929777,0.0004607278,0.0002790075,0.00003711187,0.01175347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02748795,"threshold_uncertainty_score":0.08960664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2100336974","doi":"10.18438/b86g6q","title":"Summon, EBSCO Discovery Service, and Google Scholar: A Comparison of Search Performance Using User Queries","year":2015,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; World Wide Web; Service (business); Relevance (law); Business","authors":[{"name":"Karen Ciccone","is_ca":false},{"name":"John Vickery","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04918795357170431,"gpt":0.2834177424738806,"spread":0.2342297889021763,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01095444,0.0006914344,0.001197145,0.007678021,0.0007022169,0.003692028,0.001006614,0.000924726,0.001385769],"category_scores_gemma":[0.06468308,0.000310453,0.0006338264,0.009036798,0.0006912602,0.003934075,0.00155235,0.0005342876,0.0009287338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001907489,"about_ca_system_score_gemma":0.002126441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02915633,"about_ca_topic_score_gemma":0.02824458,"domain_scores_codex":[0.9854046,0.005528219,0.001750515,0.0008284238,0.005839252,0.0006489698],"domain_scores_gemma":[0.9182457,0.06201051,0.005243457,0.002424724,0.009880694,0.002194922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01799363,0.002319414,0.6815297,0.004067061,0.001197105,0.0007934428,0.009944466,0.006260187,0.01265372,0.002146189,0.02198359,0.2391116],"study_design_scores_gemma":[0.0009960389,0.009092367,0.8514676,0.0003752922,0.0008676916,0.001601669,0.0146382,0.08162154,0.02270496,0.001268605,0.0148369,0.0005291548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907286,0.0009548112,0.0005655656,0.0002308243,0.00002494557,0.0001365691,0.00156917,0.0005234104,0.005266124],"genre_scores_gemma":[0.9924179,0.0003962322,0.003006048,0.0001117838,0.0000318036,0.0001099089,0.002747468,0.0000876347,0.001091181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.996308,"threshold_uncertainty_score":0.05797327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1967146480","doi":"10.1080/08963568.2010.487689","title":"Embedded Librarians Promote an Innovation Agenda: University of Toronto Libraries and the MaRS Discovery District","year":2010,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Commercialization; Mars Exploration Program; Work (physics); Business; Service (business); Library science; Management; Marketing; Engineering; Computer science; Economics; Astrobiology","authors":[{"name":"Kathryn C. Fitzgerald","is_ca":true},{"name":"Laura C. Anderson","is_ca":true},{"name":"Helen Kula","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01349427741978481,"gpt":0.1876887159754021,"spread":0.1741944385556173,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006525626,0.0003147637,0.0004819675,0.002596691,0.0271209,0.0347173,0.00201452,0.008602195,0.02999131],"category_scores_gemma":[0.01173093,0.0005550793,0.0003971264,0.007630661,0.01297778,0.0111872,0.009899676,0.004844251,0.002259263],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07281814,"about_ca_system_score_gemma":0.1360256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6540027,"about_ca_topic_score_gemma":0.8416727,"domain_scores_codex":[0.9915586,0.002006619,0.0002230138,0.0004074028,0.002207592,0.003596839],"domain_scores_gemma":[0.9741907,0.004700229,0.0016489,0.0006383295,0.003637383,0.01518455],"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":[0.0002922381,0.0002483776,0.01444373,0.0008101338,0.00004115525,0.002684161,0.08801897,0.0004537181,0.0008741708,0.3138386,0.4981382,0.08015653],"study_design_scores_gemma":[0.00007242608,0.00006235028,0.02013727,0.0002829488,0.0000228978,0.0001681322,0.07475112,0.0001396063,0.0003381548,0.007505962,0.8964521,0.00006704185],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1038727,0.01922506,0.0007735292,0.6259195,0.001771435,0.000135085,0.0004675995,0.0001815432,0.2476535],"genre_scores_gemma":[0.7099721,0.01356552,0.001201807,0.04642429,0.001428601,0.0001108346,0.0004007535,0.0001034884,0.2267925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9652827,"threshold_uncertainty_score":0.6960698,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2134643925","doi":"10.5860/crl.63.6.499","title":"Improving Database Vendors’ Usage Statistics Reporting through Collaboration between Libraries and Vendors","year":2002,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Raymond and Beverly Sackler Institute for Biological, Physical and Engineering Sciences, Yale University; University of Alberta; University of Notre Dame; Virginia Polytechnic Institute and State University; University of Pittsburgh; Auburn University; University of Pennsylvania; Arizona State University; University of Wisconsin-Madison; University of Nebraska-Lincoln; Purdue University; University of Illinois at Urbana-Champaign; University of Connecticut; University of Southern California; Yale University","keywords":"Computer science; Standardization; Database; Field (mathematics); Summary statistics; World Wide Web; Information retrieval; Statistics","authors":[{"name":"Wonsik Shim","is_ca":false},{"name":"Charles R. McClure","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1226921837766205,"gpt":0.3210713387626323,"spread":0.1983791549860118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.3694275,0.001701916,0.002348188,0.02965313,0.006584836,0.02320974,0.006972943,0.002528196,0.004100227],"category_scores_gemma":[0.4948708,0.003053902,0.001365378,0.02690475,0.00238225,0.02965191,0.01632468,0.004288326,0.004082723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008998083,"about_ca_system_score_gemma":0.02608819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007232363,"about_ca_topic_score_gemma":0.006352518,"domain_scores_codex":[0.5446504,0.3233604,0.06186381,0.01436233,0.05029617,0.005466944],"domain_scores_gemma":[0.2156167,0.3969857,0.07169544,0.08973729,0.2156012,0.01036374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005597169,0.001509924,0.2105891,0.00105181,0.000323411,0.0005216446,0.03295118,0.002382984,0.005617043,0.002802072,0.02094938,0.7207417],"study_design_scores_gemma":[0.001007125,0.00592,0.451026,0.004714003,0.001127292,0.002877663,0.1508976,0.04324771,0.05630513,0.01424005,0.2656657,0.002971724],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6294645,0.004270765,0.2521921,0.03486992,0.0007662813,0.009052927,0.002305812,0.01846282,0.0486149],"genre_scores_gemma":[0.6934796,0.001634468,0.2848216,0.003387839,0.0007551488,0.005278353,0.002916393,0.002000286,0.005726364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9767902,"threshold_uncertainty_score":0.7776082,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977610566","doi":"10.1177/034003520102700405","title":"Measuring the Added Value of Library and Information Services: The New Zealand Approach","year":2001,"lang":"en","type":"article","venue":"IFLA Journal","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Political science; Humanities; Art","authors":[{"name":"Ruth MacEachern","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01205418267024115,"gpt":0.1726851626229087,"spread":0.1606309799526675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006469025,0.001043468,0.001348207,0.01406086,0.001663699,0.008546201,0.001878316,0.0008228818,0.01058377],"category_scores_gemma":[0.03251172,0.0008315282,0.001659928,0.02251374,0.003562379,0.0054777,0.004167125,0.001607322,0.001240234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02734704,"about_ca_system_score_gemma":0.01652608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4704739,"about_ca_topic_score_gemma":0.4100128,"domain_scores_codex":[0.9898614,0.003560769,0.0006476706,0.001027941,0.004457726,0.0004444594],"domain_scores_gemma":[0.9903847,0.004430664,0.00108376,0.0009792772,0.002792232,0.000329391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004774441,0.0002266554,0.1063801,0.004129407,0.0008437603,0.0007456586,0.01580096,0.01871512,0.004920695,0.2406592,0.007755609,0.5993454],"study_design_scores_gemma":[0.0002590853,0.0006060949,0.3809439,0.003088408,0.001184871,0.001229819,0.03757104,0.09334081,0.008603853,0.1713707,0.3012152,0.0005862335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2933505,0.00849665,0.2512496,0.005232845,0.0003324442,0.002804612,0.007831678,0.0005843768,0.4301174],"genre_scores_gemma":[0.706724,0.004564045,0.2277165,0.0002091485,0.00006797619,0.001779014,0.001761148,0.0001994029,0.05697877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4704739,"threshold_uncertainty_score":0.9354708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065157644","doi":"10.5860/crl.62.6.541","title":"Life Cycle Costs of Library Collections: Creation of Effective Performance and Cost Metrics for Library Resources","year":2001,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Stephen's University","funders":"","keywords":"Microform; Cataloging; Collection development; Computer science; Data collection; Control (management); Operations management; Business; World Wide Web; Library science; Economics; Statistics","authors":[{"name":"Stephen R. Lawrence","is_ca":true},{"name":"Lynn Silipigni Connaway","is_ca":false},{"name":"Keith H. Brigham","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02996826250976431,"gpt":0.2759154172537269,"spread":0.2459471547439626,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01218215,0.001459547,0.001316405,0.01969862,0.001008224,0.006192603,0.002039786,0.001027542,0.002066062],"category_scores_gemma":[0.08100825,0.0007490977,0.001107226,0.02285056,0.0009270851,0.01190492,0.002149402,0.0009261642,0.0009214832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006612824,"about_ca_system_score_gemma":0.003814224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009533042,"about_ca_topic_score_gemma":0.009833499,"domain_scores_codex":[0.983775,0.004789515,0.001503147,0.0008402021,0.008424267,0.0006679583],"domain_scores_gemma":[0.9375203,0.02357881,0.0118981,0.005577269,0.02034588,0.001079685],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002079364,0.0004238951,0.10904,0.0009657395,0.0003815131,0.0001148749,0.0008319608,0.1774864,0.001762435,0.06775046,0.0140266,0.6270081],"study_design_scores_gemma":[0.0000507709,0.001166053,0.199264,0.0007360257,0.0004141112,0.0006753759,0.002828526,0.6262757,0.0153386,0.06242183,0.09021506,0.0006140428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2809923,0.009267497,0.6431833,0.002534757,0.0002685818,0.002638993,0.01068173,0.00250304,0.04792975],"genre_scores_gemma":[0.6313301,0.002456905,0.3543481,0.0001232442,0.0001878662,0.001478448,0.006388506,0.0006180332,0.003068763],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9878179,"threshold_uncertainty_score":0.06442612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1967774098","doi":"10.1108/07378830510700678","title":"An introduction to the open source software issue","year":2005,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Open source software; Open source; Computer science; Originality; Theme (computing); World Wide Web; Software; Value (mathematics); Code (set theory); Source code; Software engineering; Library science; Operating system; Sociology; Set (abstract data type)","authors":[{"name":"Scott P. Muir","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009964777763085754,"gpt":0.2286824522837591,"spread":0.2187176745206733,"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":[0.00411445,0.001358891,0.0007606612,0.003807232,0.002431646,0.007878652,0.001225067,0.004785452,0.06745084],"category_scores_gemma":[0.01398207,0.0006498134,0.000898131,0.002894109,0.002714735,0.01151915,0.004150316,0.01108702,0.04266278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001506783,"about_ca_system_score_gemma":0.002266217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009771596,"about_ca_topic_score_gemma":0.001762197,"domain_scores_codex":[0.9965191,0.0006670463,0.000358827,0.0003390121,0.001872665,0.000243249],"domain_scores_gemma":[0.9817993,0.008502746,0.0007711449,0.0009993295,0.005252923,0.002674512],"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":[0.00001328837,0.00007766789,0.0003067758,0.0002744377,0.000003186151,0.0001440293,0.0002304006,0.0000927958,0.0004269425,0.01823526,0.8495744,0.1306208],"study_design_scores_gemma":[0.000001205836,0.0000187182,0.0002198849,0.0002122832,8.285973e-7,0.0001753306,0.00008532805,0.00003438299,0.00004396704,0.00407898,0.9951224,0.000006654148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.001734019,0.07991817,0.04526073,0.2338485,0.3753907,0.0003537852,0.0008974294,0.00194053,0.2606562],"genre_scores_gemma":[0.00977762,0.09059997,0.02022953,0.07671785,0.3256812,0.0004276212,0.001668933,0.00270712,0.4721901],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9987749,"threshold_uncertainty_score":0.2256456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1978350006","doi":"10.3163/1536-5050.100.2.007","title":"Pay-per-view in interlibrary loan: a case study","year":2012,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Interlibrary loan; Purchasing; Payment; Quarter (Canadian coin); Business; Loan; Sample (material); Medical library; Library science; Advertising; Marketing; Computer science; Finance","authors":[{"name":"Heather L. Brown","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01097156458702233,"gpt":0.2328574987859796,"spread":0.2218859341989572,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007790807,0.0005577049,0.0004613413,0.002358161,0.007450288,0.004486712,0.002420801,0.004962252,0.008493014],"category_scores_gemma":[0.03606733,0.0006701049,0.0008035716,0.002749462,0.002705663,0.004483202,0.002548629,0.003772091,0.001032484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007498158,"about_ca_system_score_gemma":0.003256858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01005596,"about_ca_topic_score_gemma":0.01747308,"domain_scores_codex":[0.9913247,0.005349154,0.0004213657,0.0003423315,0.001140868,0.001421566],"domain_scores_gemma":[0.9658999,0.02353412,0.004059543,0.001069806,0.001767377,0.003669283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001383239,0.02648011,0.381557,0.0009658778,0.0001846129,0.2850055,0.09556824,0.003842211,0.001732041,0.02966802,0.02251514,0.151098],"study_design_scores_gemma":[0.0005982342,0.006600611,0.1672353,0.001080605,0.0002977865,0.2979829,0.4284398,0.01988336,0.006142792,0.009856966,0.061501,0.0003806196],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807,0.0003927388,0.001339348,0.005673929,0.00003300861,0.0002805988,0.0000606036,0.00002432431,0.01149533],"genre_scores_gemma":[0.9932117,0.0005820046,0.002071954,0.0008455992,0.00005381767,0.0001592296,0.00003284231,0.00001537792,0.003027377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9955133,"threshold_uncertainty_score":0.05440319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2028493440","doi":"10.5860/lrts.51n1.30","title":"A Review and Analysis of Library Availability Studies","year":2007,"lang":"en","type":"review","venue":"Library Resources and Technical Services","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Argument (complex analysis); Computer science; Quarter (Canadian coin); Circulation (fluid dynamics); Branching (polymer chemistry); Measure (data warehouse); Library circulation; Variation (astronomy); Library science; Operations research; World Wide Web; Information retrieval; Library automation; History; Mathematics; Database; Engineering; Archaeology","authors":[{"name":"Thomas E. Nisonger","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04232461346282407,"gpt":0.3033460443170178,"spread":0.2610214308541937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004678511,0.0009661765,0.002940837,0.01866646,0.0005195747,0.002084357,0.001805367,0.001284814,0.005613418],"category_scores_gemma":[0.01763039,0.0007216739,0.001434267,0.02566727,0.0007689133,0.002449122,0.0009323117,0.000955751,0.001287456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002221892,"about_ca_system_score_gemma":0.006870341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00490949,"about_ca_topic_score_gemma":0.01066929,"domain_scores_codex":[0.9971983,0.0006863496,0.0007084072,0.0003120897,0.00101161,0.00008326136],"domain_scores_gemma":[0.9796358,0.0142066,0.002462591,0.0003101449,0.003101446,0.0002833567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001048899,0.00007182267,0.00162428,0.3074921,0.0009126101,0.000396629,0.0005292885,0.0002885905,0.0004963313,0.002156682,0.02785029,0.6580765],"study_design_scores_gemma":[0.00004155834,0.0002268125,0.0137872,0.2375287,0.003752636,0.002047982,0.001039644,0.0001232223,0.0005875257,0.001683297,0.7391139,0.00006746389],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002193588,0.9987639,0.00006639186,0.000216942,0.00005354937,0.00001222615,0.00007651684,0.000003768931,0.0005872322],"genre_scores_gemma":[0.001481467,0.9979876,0.0001638058,0.0001384076,0.00005268622,0.00001926986,0.00006522716,0.000001416654,0.00009006131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9979156,"threshold_uncertainty_score":0.02474266,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2173701363","doi":"10.7202/1064958ar","title":"TRAGIC LOSS OR GOOD RIDDANCE? THE IMPENDING DEMISE OF TRADITIONAL SCHOLARLY JOURNALS","year":2019,"lang":"en","type":"book","venue":"Surfaces","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Demise; Publishing; Scholarly communication; Electronic journal; Variety (cybernetics); Electronic publishing; History; Political science; Library science; Media studies; World Wide Web; Computer science; Sociology; The Internet; Law; Free access","authors":[{"name":"Andrew Odlyzko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05754399688463317,"gpt":0.2451947847651225,"spread":0.1876507878804894,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002860545,0.0003408,0.0004527358,0.00241211,0.007168539,0.02368335,0.001364666,0.003146142,0.02690778],"category_scores_gemma":[0.0118792,0.0002960056,0.0003449053,0.003175327,0.01324685,0.01630382,0.004879614,0.005635529,0.01315204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00424679,"about_ca_system_score_gemma":0.003969844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004255961,"about_ca_topic_score_gemma":0.01157625,"domain_scores_codex":[0.9973428,0.0006952067,0.00008080994,0.0001638573,0.001365586,0.000351699],"domain_scores_gemma":[0.9945421,0.002096876,0.0003896829,0.0008138065,0.001282723,0.0008749061],"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":[0.00002189148,0.00001863243,0.0003460397,0.0001076058,0.000008508433,0.0002394919,0.0045607,0.00005834111,0.0001577844,0.248271,0.6897023,0.05650768],"study_design_scores_gemma":[0.000002991705,0.000008945246,0.0003557009,0.0001093986,0.000002667814,0.000215238,0.003031461,0.00003450945,0.00008500499,0.02628304,0.9698632,0.000007746324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.006094198,0.06217388,0.0009301857,0.290511,0.02360471,0.00001333144,0.0001046658,0.0005030001,0.6160651],"genre_scores_gemma":[0.1044976,0.03467714,0.001102473,0.07209574,0.01733217,0.00002621527,0.0001155118,0.000520381,0.7696329],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9763166,"threshold_uncertainty_score":0.09001547,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1570235763","doi":"","title":"Collection analysis techniques used to evaluate a graduate-level toxicology collection.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Data collection; Collection development; Computer science; Interlibrary loan; Notice; Citation; Strengths and weaknesses; Library science; Data science; Psychology; Sociology; Political science","authors":[{"name":"Jill Crawley-Low","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1281995747754848,"gpt":0.2567825596380726,"spread":0.1285829848625878,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.140915,0.002286454,0.002133085,0.03594202,0.005173216,0.004648001,0.002296182,0.0008858484,0.006215461],"category_scores_gemma":[0.2638455,0.0009863056,0.002616649,0.03595365,0.002940163,0.003516676,0.004675834,0.002222361,0.002088631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004991767,"about_ca_system_score_gemma":0.01760129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005683713,"about_ca_topic_score_gemma":0.007056157,"domain_scores_codex":[0.7926665,0.09500298,0.04891685,0.006781596,0.05491427,0.001717849],"domain_scores_gemma":[0.623296,0.1537867,0.03214259,0.03294663,0.156377,0.001450917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008594306,0.00120684,0.04307564,0.01728138,0.001172654,0.00056472,0.04010512,0.002002888,0.01211822,0.02060616,0.03858168,0.8224254],"study_design_scores_gemma":[0.00109588,0.006664815,0.2578183,0.01509668,0.002562087,0.001303023,0.08862559,0.01351638,0.04765955,0.03766565,0.5267539,0.001238277],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08146153,0.004450305,0.5279725,0.001999029,0.001133952,0.3053403,0.02940863,0.003065672,0.04516816],"genre_scores_gemma":[0.06024748,0.001325857,0.7238371,0.0004310569,0.0001761473,0.2051693,0.005365334,0.0003707777,0.003076909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.995352,"threshold_uncertainty_score":0.7452387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1562903212","doi":"10.18438/b8dk70","title":"Collection Usage Pre- and Post-Summon Implementation at the University of Manitoba Libraries","year":2012,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"University of Manitoba","funders":"","keywords":"World Wide Web; Computer science; Library science; Citation; Metadata; Database; Information retrieval","authors":[{"name":"Lisa O’Hara","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01214547376916389,"gpt":0.2195407817497227,"spread":0.2073953079805588,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0150812,0.000408886,0.0006593032,0.004327165,0.003289543,0.005313428,0.00246882,0.0007081591,0.005898501],"category_scores_gemma":[0.0352172,0.0006611566,0.0008136771,0.005404667,0.001970704,0.002294881,0.005070596,0.001500671,0.001351607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01969989,"about_ca_system_score_gemma":0.03799826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3217222,"about_ca_topic_score_gemma":0.4284247,"domain_scores_codex":[0.9881548,0.003182646,0.0008312027,0.0007415097,0.004420565,0.002669271],"domain_scores_gemma":[0.9470519,0.009676501,0.01029283,0.002394372,0.02166696,0.008917433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008980571,0.001356048,0.8082292,0.001039678,0.0001630667,0.0006082038,0.04858372,0.0002206287,0.001666304,0.0005089318,0.005573096,0.1311531],"study_design_scores_gemma":[0.000009802125,0.0004034931,0.9772095,0.0001883879,0.000033796,0.00004966426,0.01580626,0.00004929628,0.0006325161,0.00002826149,0.005562335,0.00002662517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863832,0.000654151,0.0001388502,0.00171186,0.00003763605,0.0002934723,0.001037453,0.00007682369,0.009666467],"genre_scores_gemma":[0.9832145,0.001070952,0.0008724468,0.0007972201,0.00006608698,0.000583509,0.001531149,0.00003710058,0.01182702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9946865,"threshold_uncertainty_score":0.6396992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2242585983","doi":"10.1081/e-elis4-120044708","title":"Canadian Library Association (CLA)","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Association (psychology); Library science; Computer science; Psychology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01265627001820246,"gpt":0.1764937219214714,"spread":0.163837451903269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002060066,0.001090834,0.0009931963,0.004548413,0.008690992,0.01254919,0.002869454,0.004197519,0.5063198],"category_scores_gemma":[0.008768866,0.0006997895,0.0007150999,0.009110288,0.001682017,0.004101041,0.003396428,0.003196701,0.3274311],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02477279,"about_ca_system_score_gemma":0.1159442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7048981,"about_ca_topic_score_gemma":0.859153,"domain_scores_codex":[0.995346,0.0001833412,0.0001803666,0.0004509554,0.003185394,0.0006539099],"domain_scores_gemma":[0.987232,0.0003750107,0.0002271208,0.0006567723,0.009563999,0.001945165],"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":[0.000005746534,0.000005722874,0.00005880691,0.00007825223,0.000001432238,0.00002009961,0.00002759754,0.0000146622,0.00003527148,0.005602781,0.9638905,0.03025923],"study_design_scores_gemma":[8.515923e-7,8.311721e-7,0.0001059107,0.0000351667,7.035281e-7,0.000009556971,0.00002307184,0.000008423059,0.00001129842,0.0001994837,0.9996018,0.000002898703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001634769,0.004277812,0.0004812599,0.006584755,0.003244014,0.0001163616,0.006892904,0.0007084655,0.977531],"genre_scores_gemma":[0.001433883,0.003281899,0.0007917108,0.002093669,0.0002128963,0.00005726815,0.003776829,0.0001998377,0.988152],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9752272,"threshold_uncertainty_score":0.7041749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2158541920","doi":"10.5860/crl.76.1.43","title":"“Pretty Rad”: Explorations in User Satisfaction with a Discovery Layer at Ryerson University","year":2015,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"World Wide Web; Computer science; User satisfaction; Focus (optics); Service (business); Usability; Layer (electronics); Quality (philosophy); Scale (ratio); Information retrieval; Human–computer interaction; Geography; Business","authors":[{"name":"Courtney Lundrigan","is_ca":true},{"name":"Kevin Manuel","is_ca":true},{"name":"May Yan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1071341080782714,"gpt":0.2734630770671263,"spread":0.166328968988855,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007208142,0.0001346622,0.00043228,0.0009937036,0.00195472,0.002973419,0.0004579094,0.0003892083,0.003365344],"category_scores_gemma":[0.01942925,0.0002461986,0.0003967925,0.001227689,0.001099987,0.001919164,0.001947881,0.0006606656,0.0005749347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001886636,"about_ca_system_score_gemma":0.001640819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01243296,"about_ca_topic_score_gemma":0.01697672,"domain_scores_codex":[0.9954971,0.002886435,0.0003425846,0.0001727001,0.0006765861,0.0004246443],"domain_scores_gemma":[0.9797797,0.01288704,0.00201389,0.0008577722,0.00280756,0.00165405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007950713,0.0007518576,0.6182882,0.0002402861,0.00009043202,0.0005432026,0.2954552,0.0001648128,0.003125197,0.0006238715,0.002441214,0.0774807],"study_design_scores_gemma":[0.00001904029,0.001101073,0.5835332,0.00006389322,0.00006577014,0.0003128079,0.4056422,0.0007134806,0.002393055,0.0001756802,0.005910499,0.00006938752],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998458,0.00002790422,0.0001482159,0.0001585753,0.000001517351,0.000009798423,0.00002705047,0.00001409971,0.001154697],"genre_scores_gemma":[0.9988446,0.00004260687,0.0002681426,0.00009952511,0.000002876824,0.00001457801,0.00003232981,0.000009418818,0.0006859444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9875671,"threshold_uncertainty_score":0.03812075,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1988631030","doi":"10.1108/02640470510582718","title":"An overview of electronic books: a bibliography","year":2005,"lang":"en","type":"article","venue":"The Electronic Library","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Popularity; Electronic publishing; Bibliography; Originality; Library science; Computer science; World Wide Web; Value (mathematics); Index (typography); Quarter (Canadian coin); The Internet; History; Sociology; Political science; Social science; Law","authors":[{"name":"Chennupati K. Ramaiah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01796754530727193,"gpt":0.2391126082450545,"spread":0.2211450629377826,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008910597,0.001236192,0.001516206,0.03579433,0.001740523,0.007400723,0.001416104,0.001248876,0.06001937],"category_scores_gemma":[0.004087363,0.0006682822,0.000649315,0.06833822,0.0006573046,0.006234833,0.00182303,0.001401039,0.02540341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198969,"about_ca_system_score_gemma":0.003983301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002842854,"about_ca_topic_score_gemma":0.005332984,"domain_scores_codex":[0.9982561,0.0002149009,0.0003298518,0.0002011711,0.0008906518,0.0001073547],"domain_scores_gemma":[0.9970686,0.0008064451,0.0002865381,0.0001262959,0.001467407,0.0002446453],"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":[0.00004798787,0.00008582488,0.0007089919,0.01603995,0.00004536719,0.0002628176,0.000699836,0.0003954249,0.0007175785,0.007380189,0.2754559,0.6981602],"study_design_scores_gemma":[0.000005974325,0.00002311966,0.001731967,0.0079293,0.00003790577,0.0004391624,0.0003925531,0.00005325732,0.0001135846,0.001291378,0.9879658,0.00001604676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001837051,0.8370685,0.003607052,0.002735085,0.00521145,0.0002558485,0.004179973,0.0008138582,0.1442912],"genre_scores_gemma":[0.005373884,0.925776,0.00960992,0.001322685,0.002286767,0.0002873484,0.006177858,0.0002959041,0.04886961],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9925992,"threshold_uncertainty_score":0.2007848,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1683737885","doi":"10.21083/partnership.v6i2.1496","title":"Roaming Reference: Reinvigorating Reference through Point of Need Service","year":2011,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Roaming; Service (business); Digital reference; Computer science; Reference desk; Reference data; Reference model; Business; Telecommunications; World Wide Web; Marketing; Database","authors":[{"name":"Kealin McCabe","is_ca":true},{"name":"James R.W. MacDonald","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1534418962001038,"gpt":0.3120005781968164,"spread":0.1585586819967126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02181989,0.000440073,0.0007747207,0.00500752,0.002850243,0.005429185,0.004300012,0.001795876,0.01190057],"category_scores_gemma":[0.05972419,0.0005755781,0.0006246039,0.005511953,0.002163084,0.0110771,0.008667075,0.00151899,0.004620693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003691018,"about_ca_system_score_gemma":0.01057524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01950928,"about_ca_topic_score_gemma":0.03345405,"domain_scores_codex":[0.9759908,0.01509888,0.001154321,0.001636046,0.003795745,0.002324264],"domain_scores_gemma":[0.9653969,0.01142131,0.003080636,0.00761457,0.008475378,0.004011142],"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":[0.0002629675,0.0009050918,0.0346504,0.0006357473,0.00003858756,0.0006443569,0.0681059,0.0006858011,0.00433174,0.01494938,0.02724254,0.8475476],"study_design_scores_gemma":[0.0003022991,0.004254881,0.1281862,0.001352622,0.0001444063,0.003818218,0.1518234,0.01295817,0.007888659,0.01745757,0.6712785,0.0005349431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7093495,0.001866125,0.1435706,0.01911753,0.0004272969,0.005329019,0.0008380514,0.006742193,0.1127597],"genre_scores_gemma":[0.8204892,0.0006760416,0.1510541,0.00212434,0.0001677385,0.001796965,0.0007376423,0.0005116807,0.02244227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9945708,"threshold_uncertainty_score":0.115396,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093912013","doi":"10.1108/07378830810880298","title":"Consortia: anti‐competitive or in the public good?","year":2008,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Windsor","funders":"","keywords":"Publishing; Electronic publishing; Academic library; Scholarly communication; Library science; Business; World Wide Web; Computer science; Public relations; Political science; The Internet","authors":[{"name":"Catherine Maskell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03000663141483073,"gpt":0.2123829913699646,"spread":0.1823763599551339,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0321046,0.0002747374,0.0004232095,0.002198595,0.009716777,0.02098989,0.001933593,0.003185047,0.01351201],"category_scores_gemma":[0.06580473,0.0003298951,0.0004196333,0.004317532,0.02249251,0.01274963,0.009699454,0.002970374,0.0009824389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009035885,"about_ca_system_score_gemma":0.01493586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004669373,"about_ca_topic_score_gemma":0.005534966,"domain_scores_codex":[0.9593299,0.02794487,0.0007810114,0.001931791,0.007083429,0.002929013],"domain_scores_gemma":[0.911742,0.04409043,0.0187898,0.005686674,0.01010275,0.009588409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002194889,0.0005579077,0.06498694,0.0005517598,0.00005436172,0.0006421473,0.1148524,0.0002814694,0.0007894826,0.6535614,0.02250468,0.140998],"study_design_scores_gemma":[0.0001390076,0.0005214607,0.05476423,0.001196069,0.00009996346,0.000786419,0.4130023,0.001691414,0.001959434,0.1499292,0.375807,0.0001035757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5098433,0.003521434,0.008253166,0.1092436,0.0009580356,0.0002228784,0.00008212127,0.0001684651,0.3677069],"genre_scores_gemma":[0.9909848,0.000458182,0.0005454835,0.002307216,0.0002078609,0.00005423109,0.00001952206,0.00002086437,0.005401748],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9790101,"threshold_uncertainty_score":0.1697873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2730498545","doi":"10.18438/b8bt04","title":"E-Preferred Approval Books at the University of Manitoba: A Comparison of Print and Ebook Usage","year":2017,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"University of Manitoba","funders":"","keywords":"Vendor; Staffing; Collection development; Library science; Subject (documents); Computer science; Advertising; Business; Political science; Law; Marketing","authors":[{"name":"Jan Horner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03016911048082156,"gpt":0.2386022972578609,"spread":0.2084331867770393,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001672915,0.0003011384,0.000331821,0.004480044,0.001922289,0.003802872,0.001269707,0.0003839352,0.01504352],"category_scores_gemma":[0.007752342,0.0004546623,0.0002618411,0.01008682,0.001155448,0.001317682,0.001432383,0.0005420612,0.003406732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005110009,"about_ca_system_score_gemma":0.008702425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3992935,"about_ca_topic_score_gemma":0.6078385,"domain_scores_codex":[0.9979374,0.0004200022,0.0001312014,0.0001930886,0.001068513,0.0002497263],"domain_scores_gemma":[0.9878709,0.002736719,0.002253259,0.0005218948,0.005099911,0.001517239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005532705,0.0004752772,0.7951187,0.0007733901,0.0001128883,0.001365904,0.02431726,0.0002256905,0.003842816,0.000664753,0.01133397,0.1612161],"study_design_scores_gemma":[0.00001110331,0.0001616667,0.9547157,0.0002155206,0.00002778624,0.0003390023,0.02549271,0.0002054395,0.0009069486,0.0000512123,0.017834,0.00003886063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763469,0.001298455,0.0002662651,0.0006784599,0.00002211388,0.00008350577,0.002740647,0.0001021465,0.01846156],"genre_scores_gemma":[0.9598056,0.003433894,0.001892326,0.0007006858,0.00003464641,0.0001257975,0.002718256,0.0001423751,0.03114637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9961971,"threshold_uncertainty_score":0.7939386,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}