{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"f4d9a36e369a","filters":{"venue":"Journal of Business & Finance Librarianship"}},"results":[{"id":"W3047085843","doi":"10.1080/08963568.2020.1794739","title":"Machine translation literacy instruction for international business students and business English instructors","year":2020,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Concordia University","keywords":"Publication; Literacy; Business English; Information literacy; Order (exchange); Computer science; Machine translation; English language; Pedagogy; Public relations; Mathematics education; Sociology; Political science; Psychology; World Wide Web; Business; Artificial intelligence","authors":[{"name":"Lynne Bowker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03451142953424109,"gpt":0.3115857851076911,"spread":0.2770743555734501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004506925,0.0001641824,0.0002749784,0.000213289,0.0003264649,0.0007285543,0.0004702248,0.0001442205,0.00005267399],"category_scores_gemma":[0.002049142,0.0001632313,0.00005165489,0.002052723,0.0001368439,0.004669718,0.00003046263,0.000178872,0.000001214893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007185536,"about_ca_system_score_gemma":0.0007042692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004072929,"about_ca_topic_score_gemma":0.00002466613,"domain_scores_codex":[0.9982505,0.000112794,0.0006325062,0.0002240785,0.0005906554,0.0001894185],"domain_scores_gemma":[0.9951375,0.0001245579,0.0006840533,0.0000926423,0.003844687,0.0001165768],"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":[0.002095564,0.000440734,0.2530069,0.0003057462,0.0001305427,0.0000123354,0.08028407,0.00106021,0.0001768662,0.02570747,0.004109583,0.63267],"study_design_scores_gemma":[0.002341514,0.00004120523,0.6484613,0.0001641002,0.0000460885,0.000007240781,0.001992666,0.0003002516,0.00004066405,0.002019614,0.3443506,0.0002346543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9097518,0.001308139,0.02521418,0.04741156,0.01393017,0.0006420051,0.00006787965,0.00008183489,0.001592397],"genre_scores_gemma":[0.9856026,0.001283904,0.007321835,0.0006158291,0.004988763,0.00001361904,0.00004936611,0.00002406085,0.0001000817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6324353,"threshold_uncertainty_score":0.7025467,"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0003594745,0.0001760779,0.0003384906,0.0001510743,0.0002439637,0.00119239,0.001205745,0.000108424,0.00002644474],"category_scores_gemma":[0.0001851256,0.000126989,0.00007155842,0.001473243,0.0003205313,0.03041343,0.0003143952,0.0002593237,7.33266e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001313065,"about_ca_system_score_gemma":0.0007422892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000416814,"about_ca_topic_score_gemma":0.00002167426,"domain_scores_codex":[0.9986611,0.00009676989,0.0004932885,0.0002266354,0.0003263759,0.0001958279],"domain_scores_gemma":[0.99843,0.0001914437,0.0007571835,0.0003750024,0.0001904403,0.0000559643],"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":[0.001337662,0.0002689289,0.01175516,0.0000911514,0.00009376853,0.00006912737,0.006296599,0.00006252151,0.0009185125,0.891558,0.00858152,0.07896707],"study_design_scores_gemma":[0.004870451,0.0002919993,0.7936143,0.0001847675,0.0000465259,0.0002299193,0.0006658077,0.002753707,0.002943557,0.06492728,0.1288614,0.000610259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8945589,0.0007669871,0.08862064,0.005464037,0.001071291,0.0002785653,0.000014696,0.00007544451,0.009149454],"genre_scores_gemma":[0.9748394,0.000249079,0.02249869,0.000218132,0.0001911236,8.630848e-7,0.000007733121,0.00001470945,0.001980218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8266307,"threshold_uncertainty_score":0.9998445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200509797","doi":"10.1080/08963568.2021.2015849","title":"Systematic Review of Effective Library Instruction for Business Students","year":2021,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Inclusion (mineral); Psychological intervention; Context (archaeology); Medical education; Intervention (counseling); Library instruction; Quality (philosophy); Psychology; Information literacy; Computer science; Pedagogy; Medicine","authors":[{"name":"Céline Gareau-Brennan","is_ca":true},{"name":"Janice Y. Kung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01346618091806636,"gpt":0.2806287930742077,"spread":0.2671626121561413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001152769,0.0001453706,0.0007420036,0.0001956138,0.0002322291,0.0003475403,0.0007663504,0.00009955056,0.000106936],"category_scores_gemma":[0.00249942,0.0001179951,0.0001991102,0.002887709,0.0001513844,0.02746935,0.0000758957,0.0001399489,0.000005851282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003113048,"about_ca_system_score_gemma":0.001368402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005058108,"about_ca_topic_score_gemma":4.137922e-7,"domain_scores_codex":[0.9972368,0.000341149,0.001275947,0.0001442021,0.0007659747,0.0002359477],"domain_scores_gemma":[0.9962611,0.0004255628,0.001737285,0.0002381474,0.001254509,0.00008339115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00039795,0.0006982562,0.02470409,0.7509219,0.0003114778,0.00008743539,0.010384,0.0001459491,0.00009945656,0.1758982,0.02493009,0.01142113],"study_design_scores_gemma":[0.003117026,0.0002163072,0.3418839,0.5432091,0.0004849569,0.0001868367,0.003533464,0.00004480047,0.002022594,0.01263223,0.09194486,0.0007239611],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.625574,0.1891769,0.02469483,0.1057067,0.01958315,0.01140717,0.0002854405,0.000297628,0.0232742],"genre_scores_gemma":[0.744836,0.1742016,0.03030203,0.0330787,0.005604208,0.0003969637,0.0002356562,0.0001702983,0.01117457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3171798,"threshold_uncertainty_score":0.9861329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1971881927","doi":"10.1080/08963568.2013.767121","title":"Business E-books: What Can Be Learned From Vendor Supplied Statistics?","year":2013,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Vendor; Collection development; Data collection; Computer science; Library science; World Wide Web; Statistics; Marketing; Data science; Business; Mathematics","authors":[{"name":"Amber Lannon","is_ca":true},{"name":"Dawn McKinnon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03377967740158726,"gpt":0.2048828746829356,"spread":0.1711031972813483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0001536498,0.0003120641,0.0005083648,0.000374428,0.0002077606,0.004467833,0.001541064,0.0001275142,0.0002966982],"category_scores_gemma":[0.0002236099,0.0002654761,0.00008648005,0.001632435,0.0001008374,0.01642816,0.0002916664,0.0003021038,0.000067881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005307874,"about_ca_system_score_gemma":0.0009945086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007726574,"about_ca_topic_score_gemma":0.000006241294,"domain_scores_codex":[0.997651,0.00008026555,0.0008000436,0.0003814592,0.0006397098,0.0004474601],"domain_scores_gemma":[0.9976625,0.0003855935,0.0007443052,0.0004590921,0.00055958,0.0001888677],"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":[0.0005636689,0.0007209287,0.01940541,0.0002475863,0.0003241316,0.0009316978,0.005035342,0.001615107,0.001436979,0.05451566,0.4081678,0.5070357],"study_design_scores_gemma":[0.002701274,0.0001327343,0.6533052,0.0005704602,0.00003087733,0.0001357446,0.00033064,0.001439932,0.003416642,0.1150751,0.2219398,0.0009215342],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4998967,0.003865489,0.3750714,0.1054105,0.007589427,0.0008575583,0.00009767246,0.0003749177,0.0068363],"genre_scores_gemma":[0.8703872,0.001708658,0.1117575,0.004794796,0.001212997,0.0000428942,0.00007500708,0.00008849871,0.009932476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6338999,"threshold_uncertainty_score":0.9999797,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1483011575","doi":"10.1300/j109v07n02_10","title":"“Plug and Play” in Context","year":2002,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":8,"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":"Information literacy; Unit (ring theory); Context (archaeology); Face (sociological concept); Online learning; Literacy; Library science; Pedagogy; Computer science; Sociology; World Wide Web; Mathematics education; Psychology; Geography","authors":[{"name":"Dana McFarland","is_ca":true},{"name":"Susan Chandler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03426314737609901,"gpt":0.2402676714651022,"spread":0.2060045240890032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005201845,0.00008269867,0.0001982303,0.0002286674,0.0001759626,0.0003285401,0.0003378111,0.00007695809,0.0003402929],"category_scores_gemma":[0.0002934346,0.00007015105,0.00003635592,0.001027314,0.0002116948,0.02385701,0.00002663648,0.0001850823,0.00002625267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002010299,"about_ca_system_score_gemma":0.0001895785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004927748,"about_ca_topic_score_gemma":0.00001045008,"domain_scores_codex":[0.9988236,0.00008428073,0.0004730447,0.00008627016,0.0002986725,0.0002340925],"domain_scores_gemma":[0.9992502,0.0001336794,0.0003397017,0.00008819063,0.0001040414,0.00008423629],"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":[0.0001139717,0.0002157936,0.2454315,0.00006087389,0.00001269177,0.0001692766,0.09746026,0.0001758367,0.00002407596,0.373682,0.05641008,0.2262436],"study_design_scores_gemma":[0.0006206763,0.00003584236,0.3953713,0.0001623402,0.000002740211,0.00002476236,0.002346025,0.000206601,0.00002138279,0.003936066,0.5971421,0.0001301232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185917,0.002604037,0.0002074454,0.0438001,0.0008849037,0.0001329477,0.000003915469,0.00001944133,0.0337555],"genre_scores_gemma":[0.9928712,0.001382414,0.0005337825,0.002820599,0.0003346505,0.000001233416,5.463569e-7,0.000004847891,0.002050689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.540732,"threshold_uncertainty_score":0.9897958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3104646875","doi":"10.1080/08963568.2020.1847553","title":"Collaborating with faculty on data awareness: A case study","year":2020,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Research Data Management Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University","funders":"","keywords":"Institution; Closure (psychology); Coronavirus disease 2019 (COVID-19); Library science; Academic institution; Sociology; Public relations; Management; Political science; Medical education; Business; Computer science; Medicine","authors":[{"name":"Amanda Wheatley","is_ca":true},{"name":"Martin Chandler","is_ca":true},{"name":"Dawn McKinnon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3614107467587399,"gpt":0.3874642996286495,"spread":0.02605355286990962,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001187412,0.0002157185,0.0003784242,0.0001825093,0.0002468586,0.004173715,0.005348099,0.00003927128,0.000004235366],"category_scores_gemma":[0.001572381,0.0001560245,0.00002402176,0.003383446,0.0000483202,0.06612706,0.001468245,0.0004845807,0.000008874787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002472037,"about_ca_system_score_gemma":0.0009528954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006367128,"about_ca_topic_score_gemma":0.00003193936,"domain_scores_codex":[0.9972258,0.0003120929,0.0005550994,0.0005942457,0.0009949504,0.0003177756],"domain_scores_gemma":[0.9966649,0.0003340685,0.0009262822,0.001540574,0.0003760052,0.0001581581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.003277021,0.004963965,0.2610683,0.0008042823,0.001059902,0.4870195,0.01219699,0.02271169,0.0001512335,0.04538633,0.06700607,0.09435473],"study_design_scores_gemma":[0.02068241,0.01315448,0.4235289,0.001988011,0.0004750988,0.01497479,0.02862113,0.1290516,0.0004669149,0.000640057,0.3633981,0.003018675],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5053732,0.00020078,0.447991,0.04485081,0.0003205585,0.0006337328,0.000079101,0.00008715898,0.0004637015],"genre_scores_gemma":[0.9613954,0.00007536447,0.0372436,0.0008417976,0.0003389862,0.000006746956,0.00001649157,0.00002154655,0.00006009711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4720447,"threshold_uncertainty_score":0.99686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409823998","doi":"10.1080/08963568.2025.2491932","title":"Practical recommendations for improved conduct and reporting: an analysis of business and management systematic reviews","year":2025,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Systematic review; Business; Accounting; Knowledge management; Management science; Process management; Computer science; Political science; MEDLINE; Economics; Law","authors":[{"name":"M S Gertler","is_ca":true},{"name":"H. Robson MacDonald","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3618810571636306,"gpt":0.453074693787595,"spread":0.0911936366239644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007313746,0.0001652309,0.001292438,0.00141589,0.0001697138,0.0004228516,0.0003292898,0.00006587202,0.0000313223],"category_scores_gemma":[0.007590184,0.0001139387,0.0001552127,0.00463416,0.0001118426,0.002409718,0.0001247787,0.0001190089,4.766841e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001748902,"about_ca_system_score_gemma":0.0001425829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006802187,"about_ca_topic_score_gemma":0.00001829304,"domain_scores_codex":[0.9955192,0.0002602689,0.003439134,0.0003199703,0.0003051956,0.0001562216],"domain_scores_gemma":[0.9912663,0.001002834,0.006152851,0.0004744233,0.001055609,0.00004794305],"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":[0.00218355,0.0009295066,0.154706,0.05054984,0.004302959,0.00006488641,0.001684973,0.0007804542,0.0004505923,0.2726121,0.06414011,0.447595],"study_design_scores_gemma":[0.002415971,0.0002120446,0.7677379,0.006833105,0.006123558,0.0001591236,0.002671231,0.03156077,0.0001027011,0.01862285,0.1630191,0.0005416823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2899882,0.005348167,0.6144882,0.07954099,0.003431322,0.004937143,0.00005028548,0.00004279528,0.002172847],"genre_scores_gemma":[0.8083465,0.01247544,0.1734376,0.001044436,0.000208687,0.0001664501,0.00002958742,0.00002769321,0.004263635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6130319,"threshold_uncertainty_score":0.9086708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065481365","doi":"10.1080/08963568.2012.685438","title":"Integrated Design of a Mergers and Acquisitions Finance Course Using a Specialized Trading Lab: A Collaboration Between Management Faculty and the Library","year":2012,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":2,"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":"General partnership; Mergers and acquisitions; Academic library; Course (navigation); Management; Business; Library science; Engineering management; Computer science; Engineering; Finance; Economics","authors":[{"name":"Michael Meth","is_ca":true},{"name":"Louis Florence","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1073887386629205,"gpt":0.3680797407537155,"spread":0.2606910020907951,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002254096,0.0001275952,0.0003355586,0.0002150248,0.0004716878,0.0001863284,0.000239325,0.00009433808,0.00002899511],"category_scores_gemma":[0.0004578522,0.0000993783,0.00003832692,0.002590511,0.0005828456,0.003014011,0.00003731828,0.0001752817,2.986189e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005332631,"about_ca_system_score_gemma":0.0006948751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002576754,"about_ca_topic_score_gemma":0.000001187373,"domain_scores_codex":[0.9980743,0.0006973189,0.0005712181,0.0001124998,0.0003205581,0.0002241384],"domain_scores_gemma":[0.9980444,0.000624742,0.0008132474,0.0001160348,0.0003549898,0.00004661429],"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":[0.0009494517,0.000300881,0.04972887,0.0001231581,0.0002513769,0.000008051129,0.03323269,0.001215055,0.0002125307,0.8798416,0.007361166,0.02677517],"study_design_scores_gemma":[0.004114965,0.00007639423,0.8539741,0.001174459,0.0006070445,0.00002976523,0.0232255,0.001906067,0.0006271944,0.06283443,0.05089846,0.0005315851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8445283,0.002843818,0.1309917,0.01785347,0.001355655,0.0008064716,0.0000673632,0.00002435363,0.001528975],"genre_scores_gemma":[0.7901878,0.0005545711,0.208144,0.0001276099,0.0007902917,0.00001121962,0.000007330967,0.00001459035,0.0001626228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8170072,"threshold_uncertainty_score":0.405253,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385142590","doi":"10.1080/08963568.2023.2233837","title":"Database review: EconBiz","year":2023,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Openness to experience; Perspective (graphical); Context (archaeology); Range (aeronautics); World Wide Web; Data science; Computer science; Database; Knowledge management; Library science; Engineering; Psychology; History","authors":[{"name":"Emily Nickerson","is_ca":true},{"name":"Christian Schmidt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03741197987956016,"gpt":0.2335349279336436,"spread":0.1961229480540835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001019917,0.0003516346,0.0007045977,0.0007675451,0.0001736035,0.0006172194,0.001053418,0.000112275,0.0002128903],"category_scores_gemma":[0.001518404,0.0003161297,0.0002295573,0.004889382,0.0001195901,0.01117088,0.0003812001,0.0004559588,0.001424568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003970967,"about_ca_system_score_gemma":0.0001848885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002382361,"about_ca_topic_score_gemma":0.000006348104,"domain_scores_codex":[0.9974074,0.00001641041,0.001075376,0.0003573514,0.0005629213,0.0005805059],"domain_scores_gemma":[0.9972714,0.000119658,0.001492762,0.0005133242,0.0005755384,0.00002736967],"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":[0.0001486767,0.0001387716,0.01775563,0.003934195,0.0000409449,0.0009934825,0.00001584599,0.0001597507,0.0003225124,0.04997331,0.903732,0.02278488],"study_design_scores_gemma":[0.0007261222,0.00001822676,0.1399699,0.006427002,0.00008168184,0.0000961293,0.00002459814,0.000343971,0.0001238159,0.008171634,0.8435329,0.0004840729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6635191,0.05717571,0.01114749,0.128273,0.01891426,0.002409494,0.0002170425,0.001879835,0.1164641],"genre_scores_gemma":[0.9468251,0.01883766,0.001608855,0.01786714,0.008223811,0.0000439857,0.0002476395,0.0002749594,0.006070856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.283306,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2585312461","doi":"10.1080/08963568.2017.1264047","title":"Repositioning reference: New methods and new services for a new age","year":2017,"lang":"en","type":"article","venue":"Journal of Business & Finance Librarianship","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Cover (algebra); Work (physics); Library science; Political science; Public administration; Computer science; Business; Engineering","authors":[{"name":"Patricia Sherbaniuk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1080054405344656,"gpt":0.3843262187095725,"spread":0.2763207781751069,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0009782515,0.0001317871,0.0002992761,0.0001358678,0.001229787,0.002945849,0.0009605885,0.0001306121,0.00008790341],"category_scores_gemma":[0.0006168906,0.0001114653,0.00007766613,0.0003166977,0.0001453478,0.03822495,0.00008294502,0.0001816736,0.000004539604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001950671,"about_ca_system_score_gemma":0.001990366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009933584,"about_ca_topic_score_gemma":0.00003602116,"domain_scores_codex":[0.9985874,0.00008120787,0.0005657084,0.0001623421,0.0003104346,0.000292902],"domain_scores_gemma":[0.997727,0.0001913383,0.001306816,0.0002903112,0.0001808361,0.0003036967],"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":[0.0003205822,0.0000344072,0.01355864,0.0001470075,0.00003715594,0.00003751506,0.03368056,0.0000781256,0.0002678722,0.322262,0.06359623,0.5659799],"study_design_scores_gemma":[0.0007383408,0.00005920479,0.203802,0.0003821714,0.00002056422,0.00002285902,0.0007243908,0.00007043294,0.0001801945,0.0770473,0.7167862,0.0001663139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.215128,0.006528845,0.2954995,0.3787873,0.007870998,0.001357149,0.00002696768,0.0001915498,0.09460974],"genre_scores_gemma":[0.1690951,0.001765963,0.7552777,0.007068526,0.007835224,0.000004948748,0.00001732873,0.00003602036,0.05889921],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.65319,"threshold_uncertainty_score":0.9980892,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}