{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":79,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":79,"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":"7db44831ab19","filters":{"venue":"Ticker The Academic Business Librarianship Review"}},"results":[{"id":"W3112345600","doi":"10.3998/ticker.16481003.0005.107","title":"Investigation of British Columbia Entrepreneurs' Secondary Market Research Habits and Information Needs","year":2020,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Business; Marketing; Agricultural economics; Economics","authors":[{"name":"Aleha McCauley","is_ca":true},{"name":"Irena Trebic","is_ca":true},{"name":"Kim Buschert","is_ca":true},{"name":"Nick Rochlin","is_ca":true},{"name":"Laura Thorne","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1060991967288804,"gpt":0.3308599095672106,"spread":0.2247607128383302,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003193896,0.00007336269,0.000261417,0.00005616655,0.0003181642,0.0002728501,0.0004888153,0.0001608216,0.0008843889],"category_scores_gemma":[0.00228046,0.00008305173,0.0000356062,0.002371895,0.0005400532,0.002398303,0.0001214372,0.0005212196,0.00005304602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001940526,"about_ca_system_score_gemma":0.0007924828,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007831904,"about_ca_topic_score_gemma":0.0001731559,"domain_scores_codex":[0.9972751,0.001291955,0.0005700985,0.0001214631,0.0004949266,0.0002464248],"domain_scores_gemma":[0.9984678,0.0005221105,0.0002789303,0.0001939918,0.0003371795,0.0001999849],"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":[0.00000561053,0.000003801209,0.09823678,0.004968198,0.00001802093,3.435236e-7,0.04174915,1.240947e-7,0.00001905838,0.009523058,0.7924957,0.05298014],"study_design_scores_gemma":[0.0001248148,0.000007196409,0.1724316,0.002400514,0.00002904673,0.000006103579,0.004511015,0.000004001114,0.000003774948,0.001763102,0.8186126,0.0001062454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3646398,0.1211278,0.00003605514,0.4656473,0.0005378824,0.00308146,0.0001222518,0.0001547832,0.04465263],"genre_scores_gemma":[0.7594761,0.2009019,0.00008674442,0.03392616,0.001378573,0.0001675199,0.00006257967,0.00002952826,0.00397092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4317211,"threshold_uncertainty_score":0.998775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3006305584","doi":"10.3998/ticker.16481003.0004.104","title":"Help! I'm New to Licensing and Don't Know Where to Start","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Need to know; Internet privacy; Business; Computer science; Computer security","authors":[{"name":"Breezy Silver","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02376705676398927,"gpt":0.2702744677366341,"spread":0.2465074109726448,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0004936729,0.0002785451,0.0006547124,0.0001235627,0.00009614259,0.00002951185,0.0003957423,0.001718019,0.0007370127],"category_scores_gemma":[0.0003450537,0.0001718506,0.00007145853,0.001389687,0.00008355301,0.000242238,0.0003030791,0.003041462,0.001766807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000022165,"about_ca_system_score_gemma":0.0002036433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000329292,"about_ca_topic_score_gemma":0.000002113144,"domain_scores_codex":[0.9983768,0.00008921252,0.0004437459,0.0004530027,0.0002188222,0.0004183983],"domain_scores_gemma":[0.9986031,0.0001343163,0.00009773558,0.0007614433,0.00007597898,0.0003274129],"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":[0.0003779658,0.000055075,0.01336934,0.009751697,0.0002990387,0.00005426752,0.00113622,0.000005938837,0.006543132,0.01582309,0.5777701,0.3748141],"study_design_scores_gemma":[0.0004855894,0.000070959,0.01435169,0.0189576,0.0003310829,0.000301361,0.00007172172,0.000009956746,0.0003753539,0.0003141635,0.9644694,0.0002610697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0218826,0.2812581,0.0004297656,0.6924739,0.0003728615,0.00174307,0.000001981085,0.0001813525,0.001656435],"genre_scores_gemma":[0.0408419,0.6096132,0.004862299,0.301753,0.001109282,0.00005542543,0.00002182609,0.0001643914,0.04157874],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3907209,"threshold_uncertainty_score":0.9995779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2968127256","doi":"10.3998/ticker.16481003.0001.303","title":"American Library Association Annual Conference 2016","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Administration","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Association (psychology); Library science; Computer science; Psychology","authors":[{"name":"Irena Trebic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03389126417717134,"gpt":0.2987165445417815,"spread":0.2648252803646102,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001561911,0.0001984062,0.0003860333,0.00005956195,0.000370853,0.0003418503,0.001488268,0.0001789316,0.002963281],"category_scores_gemma":[0.0007325454,0.0001355549,0.00009481269,0.002209728,0.0003822048,0.00799112,0.0001604046,0.0005596285,0.002186602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004571593,"about_ca_system_score_gemma":0.001599949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001335278,"about_ca_topic_score_gemma":0.000004158303,"domain_scores_codex":[0.997049,0.000797867,0.0004772196,0.0003824319,0.0007559863,0.0005375145],"domain_scores_gemma":[0.9981834,0.0005468274,0.0005571411,0.0004166669,0.0001192094,0.0001767544],"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":[0.00002972113,0.00005349069,0.1911206,0.000718066,0.00005082414,0.000004763339,0.008057504,0.000002252869,0.00006465651,0.1989025,0.5317475,0.06924808],"study_design_scores_gemma":[0.0001074868,0.00001802117,0.04760284,0.00121148,0.00004404031,0.000001800385,0.001423746,0.00001101012,0.00002422337,0.004433222,0.9448674,0.0002546937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05282312,0.03202681,0.0001266867,0.740827,0.001837558,0.002536603,0.00006760135,0.0006652739,0.1690893],"genre_scores_gemma":[0.5693041,0.2175228,0.0003698836,0.06385788,0.002013407,0.00009961073,0.000120681,0.00006607978,0.1466455],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6769692,"threshold_uncertainty_score":0.9985903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2765341354","doi":"10.3998/ticker.16481003.0002.201","title":"Buying the Haystack: New Roles for Academic Business Libraries","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Haystack; Business; World Wide Web; Computer science","authors":[{"name":"Meg Trauner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04465798317902533,"gpt":0.2547031012876859,"spread":0.2100451181086606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.001089552,0.0005589127,0.0007207271,0.0001823001,0.0006073571,0.001106225,0.005574048,0.000347447,0.0001887798],"category_scores_gemma":[0.0009834212,0.0003094931,0.0002198314,0.004798066,0.0001996952,0.009135525,0.00142091,0.001031603,0.0005132585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003562533,"about_ca_system_score_gemma":0.001386298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008875867,"about_ca_topic_score_gemma":4.255598e-7,"domain_scores_codex":[0.9963399,0.000251522,0.001044831,0.0008205178,0.0007199916,0.0008232258],"domain_scores_gemma":[0.9960395,0.001639992,0.0005567948,0.001353689,0.000187703,0.0002223044],"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":[0.00009388375,0.0000289723,0.005165466,0.003417495,0.0001581161,0.000005100612,0.001639388,0.0001045298,0.0001011861,0.4376504,0.3875678,0.1640676],"study_design_scores_gemma":[0.0005308422,0.00001573826,0.008628228,0.003052116,0.00007514431,0.00007085047,0.00005866208,0.0009503842,0.0002058404,0.03671387,0.9491298,0.0005685491],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.004557564,0.4096506,0.120966,0.4383303,0.002828361,0.006380255,0.00001737139,0.001413617,0.01585596],"genre_scores_gemma":[0.1020626,0.3029492,0.03185597,0.2731922,0.008204743,0.002226782,0.0003031544,0.0007478936,0.2784574],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5615619,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3136778172","doi":"10.3998/ticker.16481003.0005.215","title":"When Breakout Rooms Break, Jamboards Put the Pieces Together","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Attention Economy in Education and Business","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Breakout; Business","authors":[{"name":"Christina Jones","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04568635672554409,"gpt":0.2634637705791976,"spread":0.2177774138536535,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001625795,0.0004829296,0.0006224487,0.0001168534,0.0006383915,0.0008408751,0.001884908,0.0002429276,0.008339902],"category_scores_gemma":[0.0007619665,0.0002820491,0.0002736688,0.002255383,0.0002989233,0.003286051,0.0006715051,0.0008674822,0.004383333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003909203,"about_ca_system_score_gemma":0.0002986668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000134394,"about_ca_topic_score_gemma":0.00001936794,"domain_scores_codex":[0.9970954,0.0001679817,0.0009762853,0.0006420214,0.0005190376,0.00059928],"domain_scores_gemma":[0.9970673,0.0002456505,0.0007048369,0.001303124,0.0006379948,0.00004106466],"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":[0.00002517332,0.0001629891,0.01829553,0.004912316,0.0002107339,0.00001890108,0.0002883232,0.00003712106,0.00003656694,0.07121278,0.7511941,0.1536055],"study_design_scores_gemma":[0.0002867052,9.656169e-7,0.0308043,0.001819934,0.0003996495,0.00008079807,0.0003209069,0.0001480586,0.00001104219,0.008304108,0.9574093,0.0004141951],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004033913,0.1789709,0.00181634,0.7646177,0.003679667,0.001316021,0.00001254607,0.0004032722,0.04514959],"genre_scores_gemma":[0.2161227,0.07704397,0.0004785515,0.6359879,0.02142056,0.0008656314,0.0006537804,0.000381676,0.04704522],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2120887,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387387596","doi":"10.3998/ticker.5034","title":"Trends in Academic Business Libraries 2022-2023: Highlights from Annual Reports of the Academic Business Library Directors (ABLD)","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Academic library; Business; Library science; Accounting; Computer science","authors":[{"name":"Kenneth J Peterson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03881885735078146,"gpt":0.2700448269342403,"spread":0.2312259695834588,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002538253,0.0009190876,0.00161779,0.0009848304,0.0005508652,0.0004056237,0.007016067,0.0009533272,0.0003128843],"category_scores_gemma":[0.002115119,0.0005841612,0.0002999862,0.02407217,0.0005907806,0.01269807,0.00365583,0.002826765,0.0001508111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005997661,"about_ca_system_score_gemma":0.001116421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007576509,"about_ca_topic_score_gemma":0.000001411142,"domain_scores_codex":[0.9915623,0.0007559579,0.00379047,0.001178542,0.001541796,0.001170899],"domain_scores_gemma":[0.9927016,0.001327874,0.002923549,0.002425042,0.0004061643,0.0002157977],"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":[0.0001002659,0.0002162921,0.03294399,0.02315423,0.0003659365,0.0001923763,0.02131821,0.001192176,0.000538447,0.1284623,0.4742031,0.3173126],"study_design_scores_gemma":[0.001060824,0.00001708987,0.4890914,0.04058917,0.0003712367,0.0002847322,0.0003277317,0.01189729,0.001565369,0.08779086,0.3647383,0.002266047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1364257,0.4709382,0.02245313,0.3310025,0.01541108,0.005358555,0.0003657722,0.005670136,0.01237492],"genre_scores_gemma":[0.4917183,0.4233572,0.008211108,0.04232068,0.005770016,0.001046569,0.001561312,0.0009630968,0.02505172],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4561474,"threshold_uncertainty_score":0.999661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2969189173","doi":"10.3998/ticker.16481003.0003.201","title":"Harnessing the Data Deluge: Introduction","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Big Data Technologies and Applications","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Data science; Computer science","authors":[{"name":"Marcella Barnhart","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3806199455172882,"gpt":0.4016453283991342,"spread":0.02102538288184602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006589632,0.0002277983,0.0004319437,0.00007792807,0.0004314066,0.0004652519,0.01139862,0.000201421,0.001245886],"category_scores_gemma":[0.006235724,0.00009810799,0.00007118975,0.004015235,0.0003889936,0.002374886,0.002806175,0.001078418,0.004351764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001690652,"about_ca_system_score_gemma":0.000155625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000013312,"about_ca_topic_score_gemma":0.000001084039,"domain_scores_codex":[0.9964214,0.0003978094,0.0009525025,0.0009000465,0.0009698422,0.0003583791],"domain_scores_gemma":[0.9904852,0.001382961,0.0005816218,0.007285457,0.0002120162,0.00005277694],"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":[0.000004312175,0.000009717754,0.00103713,0.0001328189,0.00001285365,3.3143e-7,0.00002654158,0.000005935279,0.00008488295,0.04567785,0.5994753,0.3535323],"study_design_scores_gemma":[0.00007501259,0.000002552185,0.007888892,0.0003917276,0.00007516168,0.00004300309,0.0001485094,0.0005274691,0.00002458061,0.02900945,0.9616623,0.0001513519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002556264,0.1340217,0.007428779,0.8516744,0.001027302,0.001553477,0.00008834062,0.000251095,0.001398628],"genre_scores_gemma":[0.3998081,0.4505114,0.005472895,0.1103639,0.008897666,0.0007571933,0.001600334,0.0002642588,0.02232421],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7413105,"threshold_uncertainty_score":0.9996671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4289516490","doi":"10.3998/ticker.2931","title":"\"The Da Vinci Code for IP Research\": Case Study of a Course-Integrated Educational Escape Room for Entrepreneurship Education","year":2022,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Pennsylvania State University; Centre of Excellence for Environmental Decisions, Australian Research Council; University of Pennsylvania","keywords":"Mindset; Entrepreneurship; Enthusiasm; Information literacy; Scholarship; Pedagogy; Psychology; Computer science; Mathematics education; Sociology; Knowledge management; Business; Political science","authors":[{"name":"Sarah Hartman‐Caverly","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1857085016291541,"gpt":0.4496455125424207,"spread":0.2639370109132666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005383683,0.0002442189,0.0003812727,0.0001340159,0.001219069,0.00008555983,0.001427092,0.000114262,0.0006253226],"category_scores_gemma":[0.001678407,0.000168526,0.0001396785,0.001708325,0.0002023462,0.0002177455,0.0001521517,0.0008649231,0.00003078244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000137137,"about_ca_system_score_gemma":0.002149844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002664856,"about_ca_topic_score_gemma":0.00003262956,"domain_scores_codex":[0.9954843,0.001868142,0.001000088,0.0006021413,0.0005653864,0.0004799563],"domain_scores_gemma":[0.9916316,0.005396608,0.0006444324,0.001168627,0.001052125,0.0001065956],"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":[0.0005086662,0.00376326,0.009152747,0.001719065,0.0003762262,0.000003829698,0.01252036,0.00004878474,0.00004213129,0.325035,0.5099056,0.1369243],"study_design_scores_gemma":[0.0009426224,0.0002409056,0.02800416,0.0005988266,0.0005871038,0.0005873533,0.04684963,0.0001022252,0.00000680119,0.02554239,0.896223,0.0003149777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2613408,0.3083338,0.0008232803,0.3989837,0.006133441,0.02268569,0.0007093627,0.0001093242,0.0008805053],"genre_scores_gemma":[0.9429744,0.003227727,0.0002561738,0.00358587,0.001320289,0.02954659,0.0008261495,0.0001203455,0.01814249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6816335,"threshold_uncertainty_score":0.9376217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380302711","doi":"10.3998/ticker.4468","title":"Q1 and Then Some: Onboarding New Academic Business Librarians","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Perfectionism, Procrastination, Anxiety Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Onboarding; Business; Computer science; Management; Economics","authors":[{"name":"Sara Hess","is_ca":false},{"name":"Maggie Mahoney","is_ca":false},{"name":"Georgette Nicolosi","is_ca":false},{"name":"Diane Zabel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08559610723876841,"gpt":0.338984249196223,"spread":0.2533881419574546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001907288,0.0007144824,0.001048736,0.0003414776,0.0008577761,0.000180811,0.001545621,0.0007041914,0.0006202561],"category_scores_gemma":[0.001671774,0.0005274013,0.000174202,0.005353613,0.0005113882,0.002330838,0.0008173588,0.002049341,0.002124856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006215031,"about_ca_system_score_gemma":0.0003799633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001085006,"about_ca_topic_score_gemma":0.000001542542,"domain_scores_codex":[0.9953724,0.0006376291,0.0011867,0.00109322,0.0006045129,0.001105554],"domain_scores_gemma":[0.9968182,0.001120501,0.0005553024,0.001023398,0.0002003678,0.0002821586],"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":[0.0001092637,0.00005406689,0.02540361,0.004813767,0.0006104134,0.00003901653,0.006722778,0.00002247331,0.0003199573,0.0944755,0.7230347,0.1443945],"study_design_scores_gemma":[0.001024559,0.00002082622,0.4967803,0.004809217,0.0006684688,0.0002941086,0.000633308,0.00005452685,0.00002396979,0.0270032,0.467818,0.0008695061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02356782,0.6252411,0.001533103,0.330732,0.004438169,0.003240149,0.00005246048,0.002592345,0.008602865],"genre_scores_gemma":[0.06393365,0.8493162,0.0003374061,0.03339643,0.006884759,0.0009687459,0.0002022627,0.0004722397,0.04448825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4713767,"threshold_uncertainty_score":0.9997178,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387387616","doi":"10.3998/ticker.5031","title":"Thoughts on the Recruitment & Retention of Business Librarians","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Business; Business administration","authors":[{"name":"Angela Horne","is_ca":false},{"name":"Laura Leavitt Walesby","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2978516079442464,"gpt":0.3713082897112285,"spread":0.07345668176698211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004131881,0.0002471321,0.0003927035,0.0001704146,0.0009023807,0.0002372897,0.00212499,0.0002019788,0.0008349212],"category_scores_gemma":[0.00201152,0.0001297036,0.0001542893,0.008079333,0.0006546501,0.008526469,0.0002423629,0.0005306143,0.001608937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002996264,"about_ca_system_score_gemma":0.0006456008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005679301,"about_ca_topic_score_gemma":0.000001457865,"domain_scores_codex":[0.9962187,0.0009841679,0.0009105139,0.0003180271,0.001028267,0.0005403684],"domain_scores_gemma":[0.9971943,0.001015651,0.0005768563,0.0008690284,0.0002207906,0.0001233403],"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":[0.00002978009,0.00003448707,0.001090214,0.001122286,0.00003761894,0.000002130612,0.00741833,0.00003335544,0.00004063784,0.6387373,0.3193204,0.03213352],"study_design_scores_gemma":[0.0001050201,0.000006563397,0.02170671,0.002805137,0.00004695965,0.000002422555,0.0005544908,0.00002816708,0.00003568488,0.01338239,0.9611424,0.0001840569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01130463,0.01796475,0.0005354438,0.8979675,0.002665965,0.005270842,0.00005378253,0.0007282898,0.0635088],"genre_scores_gemma":[0.1164208,0.6400304,0.0005998827,0.1572511,0.005868886,0.001640924,0.0006351671,0.0001761491,0.07737666],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7407164,"threshold_uncertainty_score":0.9991685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406862524","doi":"10.3998/ticker.7273","title":"Business Librarian as Learning Facilitator in and out of the Classroom: Practices at NYU Shanghai","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":1,"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","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.07615662241867076,"gpt":0.3426594631664981,"spread":0.2665028407478273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003192792,0.0003033507,0.0006273995,0.0001261898,0.000766616,0.0001482943,0.001752089,0.0003931102,0.0006915748],"category_scores_gemma":[0.02248017,0.0001759102,0.0001043956,0.003344414,0.001198905,0.001579976,0.0009431693,0.001289235,0.0001568352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120983,"about_ca_system_score_gemma":0.001129429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029548,"about_ca_topic_score_gemma":0.0002673211,"domain_scores_codex":[0.9951883,0.002371463,0.0008262288,0.000494198,0.000577481,0.000542334],"domain_scores_gemma":[0.9962073,0.002134075,0.0007479235,0.0005849448,0.0002363251,0.00008945639],"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":[0.0007624385,0.0003151537,0.1683969,0.02775172,0.0005066856,0.00003039428,0.09589392,0.00006128215,0.001687039,0.4538159,0.1162448,0.1345338],"study_design_scores_gemma":[0.0003139188,0.00001027699,0.02379578,0.008378423,0.0001562898,0.000006333664,0.001857472,0.00003997435,0.0001292832,0.006280325,0.9587384,0.0002935164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07980444,0.2736199,0.000115133,0.4801616,0.00152815,0.003967854,0.00001309181,0.0002288455,0.1605609],"genre_scores_gemma":[0.7383602,0.1706279,0.0001124508,0.01824378,0.0004002418,0.0001970995,0.00001182124,0.00007338766,0.07197317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8424936,"threshold_uncertainty_score":0.9857539,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399850521","doi":"10.3998/ticker.6332","title":"How to successfully advocate for a second business librarian","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Business","authors":[{"name":"Elizabeth Price","is_ca":false},{"name":"Carolyn Schubert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08437464907855591,"gpt":0.328675868025384,"spread":0.2443012189468281,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002936717,0.000494852,0.0007350389,0.0002188016,0.0008765805,0.001730687,0.002719741,0.0004435113,0.001967608],"category_scores_gemma":[0.005308673,0.0003213666,0.0002401832,0.005494988,0.0005452472,0.003524116,0.0003801499,0.0009225202,0.0009102434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115616,"about_ca_system_score_gemma":0.001732091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001447876,"about_ca_topic_score_gemma":0.00007236779,"domain_scores_codex":[0.9959632,0.0006674461,0.0007162888,0.0008701755,0.0006946175,0.001088261],"domain_scores_gemma":[0.9967339,0.001474035,0.0001640506,0.000775018,0.0004945374,0.00035844],"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":[0.00008131506,0.00002891964,0.00003899461,0.01179548,0.0001421229,0.00002137271,0.006650328,0.000003451538,0.0002187818,0.324798,0.5697864,0.08643474],"study_design_scores_gemma":[0.0001337396,0.0000178763,0.0001988645,0.006969231,0.0002129037,0.0000191407,0.0002932052,0.00005022177,0.000132373,0.01175604,0.9797021,0.000514352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.000565765,0.2033902,0.01160562,0.745034,0.002758669,0.005344421,0.00007549656,0.0008884163,0.03033738],"genre_scores_gemma":[0.3171899,0.1474971,0.003720565,0.1635568,0.01706673,0.004713481,0.0002520436,0.0009315333,0.3450719],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5814772,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408359592","doi":"10.3998/ticker.6913","title":"From Classroom to Boardroom: Employer Perspectives of Business Graduates’ Information Literacy Skills","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Copyright and Intellectual Property","field":"Business, Management and Accounting","cited_by":1,"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","authors":[{"name":"Heather Howard","is_ca":false},{"name":"Margaret Phillips","is_ca":false},{"name":"Jack J. Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02199441069818597,"gpt":0.2630725456089155,"spread":0.2410781349107295,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007007769,0.0004528435,0.0007896453,0.0004777934,0.0002406081,0.0004850006,0.001498743,0.0002119473,0.001995779],"category_scores_gemma":[0.002952901,0.0002822292,0.0001783444,0.005292675,0.0001744385,0.007598864,0.0005807495,0.0005847497,0.00148301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005123258,"about_ca_system_score_gemma":0.0001753996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006096397,"about_ca_topic_score_gemma":0.000003432627,"domain_scores_codex":[0.9973965,0.00008065296,0.001181759,0.0004427307,0.0004587701,0.0004395811],"domain_scores_gemma":[0.9969756,0.0003363924,0.000507255,0.0008473477,0.00130127,0.00003215749],"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":[0.0002116248,0.0001596082,0.003128571,0.008087149,0.0002183891,0.000002484935,0.002584839,0.00001311702,0.0004568537,0.01874922,0.8391756,0.1272125],"study_design_scores_gemma":[0.0005357496,0.000006665214,0.04573338,0.01212013,0.000494336,0.000002188455,0.0004167475,0.0005324443,0.0002116973,0.02132849,0.9180683,0.0005499056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1177425,0.2185577,0.029295,0.481672,0.005444289,0.009067523,0.0001151553,0.001358632,0.1367472],"genre_scores_gemma":[0.8652087,0.03012495,0.0007228432,0.0952379,0.003075214,0.0003482636,0.0004036342,0.0001208251,0.004757655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7474662,"threshold_uncertainty_score":0.999963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387387602","doi":"10.3998/ticker.5030","title":"Engagement with AACSB begins with You and Me: A draft AACSB Business Library Checklist","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Mathematics","authors":[{"name":"Ilana Stonebraker","is_ca":false},{"name":"Anna Milholland","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03593271435656159,"gpt":0.2422191878925714,"spread":0.2062864735360098,"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":[0.001528651,0.0005011917,0.0006627447,0.0002863862,0.0005629072,0.001187888,0.003433482,0.0001626175,0.0001020149],"category_scores_gemma":[0.0001189798,0.000267378,0.00006001625,0.009575992,0.0004249681,0.02053176,0.001211913,0.0007279213,0.0004839553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000173937,"about_ca_system_score_gemma":0.0007301284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001338231,"about_ca_topic_score_gemma":3.902366e-7,"domain_scores_codex":[0.9963779,0.0003590003,0.0008313222,0.0007434525,0.000952573,0.0007357384],"domain_scores_gemma":[0.9973706,0.000282655,0.0004955104,0.001436366,0.0001488306,0.0002660376],"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":[0.0001862937,0.0001598911,0.06747114,0.02360937,0.0004877504,0.0003172157,0.0218754,0.000392745,0.0002037475,0.3013166,0.4612367,0.1227432],"study_design_scores_gemma":[0.0008896868,0.00007293183,0.1020834,0.008170039,0.00007920161,0.0004236487,0.0004886191,0.002909015,0.0001279819,0.001284336,0.8825096,0.0009614925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03779985,0.09710778,0.06553243,0.7474948,0.001812251,0.008242292,0.0000771644,0.00574982,0.03618366],"genre_scores_gemma":[0.4372191,0.3168467,0.01847327,0.1784549,0.002830806,0.00238751,0.0007097017,0.0005661769,0.0425119],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5690399,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3206413329","doi":"10.3998/ticker.1377","title":"Free Lunch? Vendor Offers during COVID-19","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Pennsylvania State University; University of Pennsylvania","keywords":"Vendor; Business; Goodwill; Product (mathematics); Coronavirus disease 2019 (COVID-19); Marketing; World Wide Web; Computer science; Finance","authors":[{"name":"Mihoko Hosoi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05653202496427922,"gpt":0.266038156502284,"spread":0.2095061315380048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009735949,0.0005458674,0.0007852108,0.0001980181,0.0005543599,0.0006013114,0.002256084,0.0002729389,0.001419861],"category_scores_gemma":[0.008399111,0.0004249412,0.0002589022,0.003821197,0.0002922624,0.004187807,0.001715595,0.001064248,0.001374432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001229956,"about_ca_system_score_gemma":0.0003836422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007924486,"about_ca_topic_score_gemma":0.000007432673,"domain_scores_codex":[0.9966949,0.000080237,0.00094537,0.0008245792,0.0006343931,0.0008205437],"domain_scores_gemma":[0.9972317,0.0002895856,0.0006398818,0.001498068,0.0002592356,0.00008153108],"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":[0.0001597706,0.0001869915,0.03849787,0.07217353,0.0002651286,0.0008248551,0.0001632862,0.00005819478,0.001470391,0.340521,0.5289254,0.01675362],"study_design_scores_gemma":[0.0008495714,0.000002371439,0.02662429,0.005704632,0.0003197335,0.0001701757,0.00005685473,0.00005956011,0.000204747,0.02236538,0.9429198,0.0007228772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06833173,0.3854606,0.003195749,0.4657296,0.00368018,0.003672567,0.0001419306,0.002319322,0.06746839],"genre_scores_gemma":[0.5466304,0.08921565,0.0005210172,0.3350349,0.008781637,0.0007405701,0.0006650197,0.0006547815,0.01775596],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4782987,"threshold_uncertainty_score":0.9999536,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1748476117","doi":"10.3998/ticker.16481003.0001.102","title":"Our Year of Assessment at Columbia University’s Business and Economics Library","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Watson; Space (punctuation); Service (business); Work (physics); Quality (philosophy); Service quality; Marketing; Perception; Sociology; Public relations; Psychology; Library science; Business; Management; Medical education; Engineering; Computer science; Political science; Economics; Medicine","authors":[{"name":"Kathleen Dreyer","is_ca":false},{"name":"Nisa Bakkalbasi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02641632190764311,"gpt":0.2242759176402217,"spread":0.1978595957325786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005870622,0.0001689571,0.0004397899,0.00009283831,0.0001320709,0.0002628044,0.002275736,0.0001280086,0.0001516647],"category_scores_gemma":[0.00002732338,0.0001383685,0.00006257783,0.001636238,0.00008385067,0.01179912,0.001309069,0.0002471272,0.0002601405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002622527,"about_ca_system_score_gemma":0.0004338876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002379212,"about_ca_topic_score_gemma":5.81603e-7,"domain_scores_codex":[0.9984444,0.0001825559,0.0005404223,0.0003401857,0.0002336994,0.0002587808],"domain_scores_gemma":[0.9984048,0.0001165321,0.0004690119,0.0008303588,0.00007184798,0.0001074403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003579431,0.00006406686,0.3735436,0.01115274,0.0001383851,0.000009811915,0.001879676,0.000111756,0.0001419829,0.3509697,0.2275677,0.03438471],"study_design_scores_gemma":[0.000596986,0.00002426467,0.2817773,0.002539397,0.00002812653,0.00006985712,0.0003810773,0.001873963,0.00004381819,0.001559181,0.7106691,0.0004369254],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4867538,0.05566147,0.01250991,0.3065998,0.005091891,0.007328894,0.0001483932,0.001069068,0.1248368],"genre_scores_gemma":[0.6930366,0.2185196,0.008857287,0.02621347,0.000456679,0.00002811349,0.0001107847,0.00009287825,0.05268466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4831014,"threshold_uncertainty_score":0.8554078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200520027","doi":"10.3998/ticker.1940","title":"The Secret Lives of Pets: Trends from the 2020-2021 Year in Review Reports of the Academic Business Library Directors","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Web and Library Services","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Academic library; Library science; Business; Public relations; Political science; Sociology; Computer science","authors":[{"name":"Greg Fleming","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01924190182111097,"gpt":0.2416450335500616,"spread":0.2224031317289506,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.002085924,0.000525925,0.001186064,0.00006868738,0.0002963993,0.0001892526,0.006920043,0.0002898224,0.0006342665],"category_scores_gemma":[0.00125104,0.0002365579,0.0003873128,0.009253178,0.0004847713,0.003188978,0.002724787,0.001764709,0.00002725269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001668819,"about_ca_system_score_gemma":0.0009774446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009955475,"about_ca_topic_score_gemma":0.000007895641,"domain_scores_codex":[0.9931474,0.002312721,0.002168466,0.0008576675,0.0009337183,0.0005800772],"domain_scores_gemma":[0.992185,0.002363622,0.001674864,0.003483303,0.0001921259,0.0001010699],"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":[0.0001080461,0.0003028389,0.2022414,0.03544789,0.0007962929,0.0003605642,0.006371103,0.00005744323,0.0007385252,0.04619415,0.3417326,0.3656492],"study_design_scores_gemma":[0.0002528103,0.000008807261,0.3907425,0.05641949,0.0003461707,0.0001675193,0.0001589796,0.00009401719,0.0005592661,0.006956506,0.5437998,0.000494141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006198329,0.7900391,0.00004735206,0.1997636,0.0009104828,0.0007150259,0.00003461083,0.00007687792,0.002214551],"genre_scores_gemma":[0.03770404,0.9395047,0.0003310055,0.01982377,0.0005645702,0.0001170564,0.00007867107,0.00007624618,0.001799969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.365155,"threshold_uncertainty_score":0.998453,"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":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W2968374306","doi":"10.3998/ticker.16481003.0003.205","title":"Anything Else? Assessing the Needs of Researchers at the Library of Paris-Dauphine","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Political science","authors":[{"name":"André Lohisse","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2425393520432917,"gpt":0.3489493188778539,"spread":0.1064099668345622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00174736,0.0002711877,0.000541014,0.000077979,0.0002397752,0.0005474559,0.003628948,0.0001498409,0.0002175013],"category_scores_gemma":[0.0005136131,0.000101903,0.0001898702,0.003143881,0.0004521393,0.007078716,0.001992812,0.0008618308,0.00008945721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002150668,"about_ca_system_score_gemma":0.0002857335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005395259,"about_ca_topic_score_gemma":3.851735e-7,"domain_scores_codex":[0.9972188,0.0005795046,0.0008033664,0.0002723644,0.0006801924,0.0004458122],"domain_scores_gemma":[0.9960399,0.001508969,0.0006176374,0.001588825,0.0001359822,0.0001086608],"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":[0.00008508078,0.0001818938,0.02133982,0.01275333,0.0004540708,0.0000221996,0.01627501,0.000290836,0.009042894,0.5372458,0.2375486,0.1647605],"study_design_scores_gemma":[0.0009953097,0.0001132363,0.1015013,0.02286761,0.0003454782,0.0003872531,0.001197513,0.002994486,0.008622781,0.04267618,0.8171756,0.001123217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09080834,0.4983264,0.001689427,0.3319312,0.0007602707,0.002633578,0.00001629534,0.0002334229,0.07360105],"genre_scores_gemma":[0.8984122,0.06770132,0.0004770738,0.01908212,0.0002953398,0.00003684785,0.0000223916,0.00006713673,0.01390553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8076039,"threshold_uncertainty_score":0.6743548,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200598140","doi":"10.3998/ticker.1942","title":"Business Librarians Exchanging Instructional Materials (BLExIM)","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Process (computing); Business development; Computer science; Knowledge management; Business; Process management; World Wide Web; Marketing","authors":[{"name":"Annette Buckley","is_ca":false},{"name":"Kara Van Abel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04458437478200553,"gpt":0.2737797472175749,"spread":0.2291953724355694,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001149183,0.0003704552,0.0005864162,0.0001322165,0.0005154583,0.0008745631,0.002441661,0.0002250592,0.001989986],"category_scores_gemma":[0.0009439398,0.0002800601,0.0001012055,0.004601838,0.0001285849,0.00411811,0.001058865,0.0007784825,0.0007892515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004389084,"about_ca_system_score_gemma":0.001115077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000140198,"about_ca_topic_score_gemma":3.514556e-7,"domain_scores_codex":[0.996612,0.0007167444,0.0008206675,0.0007140517,0.0005417063,0.000594887],"domain_scores_gemma":[0.9976371,0.0002863555,0.0003913842,0.001090988,0.0004218931,0.0001723074],"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":[0.00001263527,0.00008966923,0.0007253485,0.004051312,0.0001080811,0.00006024023,0.0009569573,0.00006148064,0.002817228,0.8743644,0.04119635,0.07555624],"study_design_scores_gemma":[0.0005904955,0.000008966071,0.04245535,0.007848356,0.0001645775,0.001432407,0.0003855757,0.0002255145,0.003345245,0.01506658,0.9274378,0.001039179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01001291,0.1693806,0.0747845,0.687355,0.01245993,0.001953937,0.00002648805,0.001669313,0.04235725],"genre_scores_gemma":[0.2587447,0.4243754,0.08437381,0.1797999,0.01079671,0.001114911,0.000969457,0.0005589376,0.03926615],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8862414,"threshold_uncertainty_score":0.9999887,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380364304","doi":"10.3998/ticker.4469","title":"Advice, Tips, and Encouragement for Academic Business Librarians","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Advice (programming); Medical education; Management; Business; Public relations; Psychology; Sociology; Political science; Computer science; Medicine; Economics","authors":[{"name":"Alice Kalinowski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05159156108847567,"gpt":0.2797015012812697,"spread":0.2281099401927941,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003415325,0.0005504906,0.0006442857,0.0005113372,0.0005973255,0.0004844633,0.001461122,0.0003051026,0.0003844813],"category_scores_gemma":[0.001974713,0.0004086031,0.0001339415,0.005048683,0.0001857586,0.003901646,0.0009415629,0.0007155354,0.0008012009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002813893,"about_ca_system_score_gemma":0.0001257417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005386338,"about_ca_topic_score_gemma":0.000002588981,"domain_scores_codex":[0.9967421,0.00009318699,0.0009837725,0.0007917153,0.0005416307,0.0008476304],"domain_scores_gemma":[0.9975728,0.0005923925,0.0007107368,0.0007534942,0.0003165098,0.0000541088],"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":[0.00006047982,0.00002746541,0.004513629,0.0170509,0.00007712429,0.000005189213,0.0000865613,0.000009999562,0.00003617407,0.05447499,0.8654915,0.05816596],"study_design_scores_gemma":[0.0005533018,0.000003685431,0.05727286,0.003808768,0.0005815632,0.000009390141,0.0001570853,0.001203828,0.00000252748,0.01374315,0.9221186,0.0005452585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01815227,0.1274489,0.004941497,0.7721077,0.007510229,0.01425145,0.00005259703,0.005296729,0.05023865],"genre_scores_gemma":[0.113718,0.5460723,0.001733645,0.2300597,0.02896966,0.007024737,0.003360173,0.001110294,0.06795154],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.542048,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380304752","doi":"10.3998/ticker.4470","title":"Title Pending 4470","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Medicine","authors":[{"name":"Nancy Lovas","is_ca":false},{"name":"Amanda Kraft","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1514782380103499,"gpt":0.2624015599177553,"spread":0.1109233219074053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007860849,0.0000931042,0.000258196,0.0000802704,0.0001086833,0.00004228404,0.0004191889,0.00005637368,0.02543789],"category_scores_gemma":[0.0001963085,0.00007346403,0.00006757295,0.0007368636,0.00006048058,0.0002416066,0.0001627262,0.000167212,0.2415193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001636062,"about_ca_system_score_gemma":0.00001492097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005484469,"about_ca_topic_score_gemma":5.979197e-8,"domain_scores_codex":[0.9991925,0.00001219375,0.0003234227,0.0002286007,0.00002921763,0.0002140381],"domain_scores_gemma":[0.9994757,0.00006077986,0.000137233,0.0002824688,0.000010306,0.00003356585],"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":[4.575893e-7,0.000001714542,0.0004175233,0.0001827579,0.00001543023,0.000001019011,0.0000559357,0.000001044477,3.876534e-7,0.1256292,0.8715949,0.002099631],"study_design_scores_gemma":[0.00005093053,8.163418e-7,0.002529062,0.0002213375,0.00001084829,0.000002342181,0.00002559979,0.0001031466,0.000001174319,0.009305557,0.9876464,0.0001027613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001529172,0.0975515,0.00007217452,0.01139335,0.00239209,0.000225153,0.00006989933,0.0001431593,0.8879998],"genre_scores_gemma":[0.01805183,0.2283766,0.00009195002,0.006139011,0.0006788117,0.00006975856,0.00004893081,0.00005655435,0.7464866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2160815,"threshold_uncertainty_score":0.975453,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387387591","doi":"10.3998/ticker.5032","title":"Pivot & Pitch: Bringing Business & Engineering Library Services Together to Support Entrepreneurship and Beyond","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Business; Computer science; Finance","authors":[{"name":"R. A. L. Smith","is_ca":false},{"name":"Christina Sheley","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07232042139471369,"gpt":0.3006473873334921,"spread":0.2283269659387784,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002142865,0.0004820908,0.0006691784,0.0002818642,0.0006119822,0.0004978075,0.001858758,0.0003414263,0.001876668],"category_scores_gemma":[0.001577998,0.0003619976,0.0001114382,0.005578888,0.0002661332,0.002145292,0.0009577072,0.0008237946,0.003042492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004225017,"about_ca_system_score_gemma":0.0003304358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002085594,"about_ca_topic_score_gemma":0.00004166929,"domain_scores_codex":[0.9961635,0.0005086109,0.0007460956,0.0007545174,0.0007349751,0.001092325],"domain_scores_gemma":[0.9975234,0.000928891,0.0001997736,0.0008022025,0.0001584506,0.0003872474],"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":[0.0002771261,0.0001650766,0.03263877,0.03706344,0.0005488811,0.0001294635,0.1077302,0.0006489582,0.002978925,0.0773299,0.5717432,0.168746],"study_design_scores_gemma":[0.0001385486,0.000006572068,0.005957234,0.003603861,0.0001274977,0.00002279077,0.0002287525,0.00003571793,0.00005383764,0.001339062,0.9879227,0.0005634272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1971406,0.1411188,0.001452332,0.5523337,0.004214153,0.00797735,0.000100008,0.006264507,0.0893985],"genre_scores_gemma":[0.3345163,0.3762854,0.003419053,0.1671519,0.007102809,0.0009681558,0.0005661154,0.001105825,0.1088845],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4161794,"threshold_uncertainty_score":0.9998832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403030105","doi":"10.3998/ticker.6394","title":"Text Mining: From Nuisance to (almost) a Service at the University of Chicago Library","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Library science; Computer science","authors":[{"name":"Greg Fleming","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0372347674632736,"gpt":0.2350416623937581,"spread":0.1978068949304845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006920776,0.0002272022,0.0003644839,0.00008339714,0.0002844098,0.0003266148,0.005392114,0.0001244207,0.0007971647],"category_scores_gemma":[0.00008068371,0.0001286019,0.0001109815,0.004980191,0.0001547922,0.009559799,0.001809312,0.0003909855,0.002413877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002013367,"about_ca_system_score_gemma":0.0004080147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003746184,"about_ca_topic_score_gemma":0.000001026376,"domain_scores_codex":[0.9978881,0.0002944611,0.0005501629,0.0004520144,0.0004983971,0.0003168846],"domain_scores_gemma":[0.9976968,0.0006209859,0.000218701,0.001263386,0.00005796861,0.0001421976],"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":[0.00002347194,0.0000155942,0.001764965,0.003141325,0.00007865629,0.00001945467,0.02338544,0.00006466229,0.0002253402,0.03705621,0.862084,0.07214094],"study_design_scores_gemma":[0.00007920826,0.000008483129,0.008163224,0.005090159,0.00002393762,0.0000319128,0.0003045322,0.003624438,0.0001608508,0.0009065032,0.9813961,0.0002106014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02020209,0.2328134,0.01819592,0.7067444,0.001617676,0.001743986,0.00009597248,0.0007482422,0.01783827],"genre_scores_gemma":[0.3544145,0.1671009,0.01240464,0.4184698,0.002274572,0.0001073491,0.000255103,0.0001993915,0.04477374],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3342124,"threshold_uncertainty_score":0.9999892,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387387592","doi":"10.3998/ticker.5029","title":"From Solo to Duo “Business” Librarianship: Case Studies at CMU & Yale","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science","authors":[{"name":"Ryan Splenda","is_ca":false},{"name":"Erin Wachowicz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2307583201407755,"gpt":0.3887326305751684,"spread":0.1579743104343929,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003619808,0.0007030376,0.001278965,0.0002646404,0.002199567,0.0003561708,0.002710952,0.0006010197,0.003602674],"category_scores_gemma":[0.01403618,0.0004774031,0.0002547107,0.008757816,0.001193839,0.001990772,0.001856702,0.001204309,0.01894983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002554308,"about_ca_system_score_gemma":0.0007493089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001580536,"about_ca_topic_score_gemma":0.0006606577,"domain_scores_codex":[0.9930572,0.001921418,0.001274489,0.001132595,0.00113397,0.001480308],"domain_scores_gemma":[0.9937124,0.00332149,0.0004035274,0.001496488,0.0005793369,0.000486791],"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":[0.000090206,0.00003756091,0.0008364916,0.001738969,0.000259409,0.0005454347,0.04144856,0.00001995827,0.0001313668,0.006681818,0.9349399,0.01327039],"study_design_scores_gemma":[0.0002682695,0.00001164499,0.001126843,0.004058625,0.0003106837,0.0001703221,0.002178621,0.00001572098,0.00004745518,0.008093474,0.9829526,0.0007657406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0821017,0.2756427,0.0002815872,0.6056585,0.005205091,0.00581139,0.0001886075,0.002679037,0.02243143],"genre_scores_gemma":[0.1555009,0.5372221,0.001779153,0.1060822,0.01066796,0.001764174,0.0004939773,0.0007092012,0.1857803],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4995762,"threshold_uncertainty_score":0.9997678,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399850474","doi":"10.3998/ticker.6331","title":"Beyond the Numbers Conference Report","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science","authors":[{"name":"HD McKay","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04737804526920916,"gpt":0.2806908304158152,"spread":0.233312785146606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002726592,0.0002495403,0.0003187623,0.00007503361,0.0003221838,0.001436949,0.004856377,0.0001244488,0.0002362747],"category_scores_gemma":[0.0002454576,0.0001152594,0.000131694,0.003392637,0.0002675604,0.01172021,0.0006647971,0.0007527318,0.001774428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000195114,"about_ca_system_score_gemma":0.0006672692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001305767,"about_ca_topic_score_gemma":1.674148e-7,"domain_scores_codex":[0.9972331,0.0002741906,0.0009137988,0.000456093,0.0007164886,0.0004063111],"domain_scores_gemma":[0.9976754,0.000395852,0.0002592472,0.00144419,0.000113427,0.0001118525],"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":[8.180687e-7,0.000003459824,0.0001832857,0.001134258,0.00002402602,0.00004812011,0.001863784,0.000003687603,0.00001202546,0.6461234,0.3100465,0.04055669],"study_design_scores_gemma":[0.00004423752,0.000004814244,0.001195813,0.002609655,0.00002049406,0.001337737,0.00009254483,0.004129377,0.00003613209,0.02265107,0.9676421,0.0002360798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0002592894,0.1968185,0.1391386,0.561821,0.004618118,0.001517059,0.000007089232,0.0009731961,0.09484711],"genre_scores_gemma":[0.4464737,0.1894442,0.003329789,0.3032423,0.003684177,0.0008937243,0.000119393,0.000138568,0.05267417],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6575956,"threshold_uncertainty_score":0.9995996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399852771","doi":"10.3998/ticker.6329","title":"Zombies in the library","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science","authors":[{"name":"Melissa Johnson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08350464065328383,"gpt":0.3413520540955646,"spread":0.2578474134422807,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00314667,0.0002207026,0.0003119854,0.00009199641,0.0004177931,0.0005249612,0.002425336,0.0002257189,0.002648407],"category_scores_gemma":[0.001476099,0.000104998,0.000121338,0.003659076,0.0007001661,0.002215585,0.000210962,0.001372337,0.001701394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003194541,"about_ca_system_score_gemma":0.0006271138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600325,"about_ca_topic_score_gemma":0.00001572968,"domain_scores_codex":[0.9963903,0.001667351,0.0005081127,0.0003400509,0.0005763212,0.0005178359],"domain_scores_gemma":[0.9975926,0.001743921,0.00006560912,0.0005031412,0.00003228621,0.00006239443],"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":[0.000007693044,0.00001400378,0.0001694076,0.001670998,0.00001956808,0.00003165333,0.01546735,7.318874e-7,0.000004929427,0.5328589,0.4139866,0.03576816],"study_design_scores_gemma":[0.00003765436,0.000004376973,0.0006095704,0.005092255,0.00006131806,0.00001785585,0.0007037646,0.00002730475,0.000007659439,0.02844433,0.9648218,0.000172189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0003924214,0.4099382,0.00004189491,0.4425041,0.0005899078,0.001001454,0.000003796031,0.000284208,0.145244],"genre_scores_gemma":[0.2475715,0.6278604,0.00009602233,0.09182597,0.002500034,0.0003375216,0.00002286361,0.0001112103,0.02967454],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5508351,"threshold_uncertainty_score":0.9990759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399850520","doi":"10.3998/ticker.6330","title":"A collaboration across borders; Supporting Executive MBA Americas students","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","authors":[{"name":"Moninder Lalli","is_ca":true},{"name":"Robbi De Peri","is_ca":false},{"name":"Carlos José Chavarría Valenzuela","is_ca":false},{"name":"Nydia Sánchez García","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04040389248946613,"gpt":0.386211259164307,"spread":0.3458073666748409,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002386879,0.0003069697,0.000457495,0.0000929356,0.0004225795,0.001844004,0.00251289,0.0001324104,0.00005460807],"category_scores_gemma":[0.0008074978,0.0002085542,0.0000982073,0.003583715,0.0001335638,0.005301277,0.0008158069,0.0005811126,0.0002906559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005433932,"about_ca_system_score_gemma":0.0004550689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005384789,"about_ca_topic_score_gemma":2.753845e-7,"domain_scores_codex":[0.9969276,0.0001995041,0.001144205,0.000459072,0.0007367276,0.0005328877],"domain_scores_gemma":[0.9979776,0.0003725769,0.0005784652,0.0006835209,0.0002816041,0.0001062054],"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":[0.000008716886,0.00008768016,0.0009438319,0.02745209,0.0002132963,0.00004742809,0.05767494,0.00008571696,0.00007521619,0.2218677,0.1738585,0.5176849],"study_design_scores_gemma":[0.0004773585,0.00003596557,0.001573785,0.02805024,0.0002108961,0.0002619761,0.002154945,0.08976886,0.0002406281,0.03259582,0.8434115,0.001218024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002596893,0.1292177,0.8066114,0.05241804,0.001502071,0.001519065,0.00001005545,0.001178997,0.004945859],"genre_scores_gemma":[0.6556335,0.168709,0.05229026,0.1097005,0.002773304,0.0008581401,0.000179687,0.0003534388,0.009502199],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7543211,"threshold_uncertainty_score":0.9991922,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399850537","doi":"10.3998/ticker.6328","title":"The presence of popular business titles in ABLD collections","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Political science","authors":[{"name":"Georgette Nicolosi","is_ca":false},{"name":"Lauren Reiter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07395932697174253,"gpt":0.3253493957089488,"spread":0.2513900687372063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002752948,0.0001774642,0.0003257312,0.0001050501,0.0007226979,0.0002311091,0.001399927,0.0001938963,0.0005690881],"category_scores_gemma":[0.00507968,0.00009383107,0.00008781443,0.006703168,0.0008893316,0.0007008092,0.000180638,0.0007458338,0.0002361815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007423674,"about_ca_system_score_gemma":0.0008445203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417729,"about_ca_topic_score_gemma":0.0002909505,"domain_scores_codex":[0.9973602,0.0008165882,0.0006045244,0.0002850765,0.0005090603,0.0004245401],"domain_scores_gemma":[0.9980291,0.001124717,0.0001164394,0.0004507303,0.0002211951,0.0000578414],"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":[0.00003612863,0.00004361893,0.0004267942,0.004369774,0.00008094113,0.00001678176,0.007814731,0.00002902867,0.0001091085,0.4804379,0.4727381,0.03389714],"study_design_scores_gemma":[0.00004639199,0.00000380118,0.0006841854,0.006143717,0.00006860589,0.000008677464,0.0003043906,0.0001241616,0.00002410783,0.009909177,0.9825377,0.0001451149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008497542,0.6201746,0.0003487763,0.270302,0.001966743,0.002268032,0.00001406662,0.0002463227,0.1038297],"genre_scores_gemma":[0.2418489,0.6640426,0.000110253,0.003100882,0.001033737,0.0003317883,0.00001003239,0.00009281477,0.08942904],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5097996,"threshold_uncertainty_score":0.6231115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3080860111","doi":"10.3998/ticker.16481003.0004.201","title":"The Evolving Business Library: Introduction","year":2020,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Management, Economics, and Public Policy","field":"Business, Management and Accounting","cited_by":0,"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; Business","authors":[{"name":"Meg Trauner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04185974386168085,"gpt":0.2281417300227713,"spread":0.1862819861610904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001348744,0.0004807341,0.0006101152,0.0001396356,0.0008756499,0.001715778,0.002712869,0.0001776665,0.001963711],"category_scores_gemma":[0.002390979,0.0003050045,0.0001708525,0.003746744,0.0002964833,0.008724754,0.001243444,0.000874303,0.002455553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002562426,"about_ca_system_score_gemma":0.0001526545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008380684,"about_ca_topic_score_gemma":0.000002593513,"domain_scores_codex":[0.9970241,0.0001146957,0.001043283,0.0006975258,0.0003630974,0.0007573033],"domain_scores_gemma":[0.9976086,0.0002433469,0.0008722203,0.001006355,0.0002011417,0.0000683437],"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":[0.00002853062,0.00001205727,0.001729827,0.003197274,0.00006457446,0.000002371092,0.00004628409,0.00001716076,0.000005880641,0.2027709,0.7615886,0.03053654],"study_design_scores_gemma":[0.0002658977,0.000002209165,0.01485973,0.0005473608,0.0002289032,0.000006083611,0.00006275166,0.001160541,0.000002557033,0.01035745,0.9721063,0.0004002437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000495393,0.06223124,0.0006277309,0.8887957,0.001648873,0.001368657,0.000006456009,0.0006388958,0.044187],"genre_scores_gemma":[0.07450012,0.2274568,0.0002302907,0.5999424,0.08803561,0.0005164222,0.0004501121,0.0004748392,0.008393446],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2888533,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414093674","doi":"10.3998/ticker.8220","title":"Adventures in Accessibility: Risk Management and Vendor Relations","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Risk management; Vendor; Risk assessment; Adventure; Relation (database)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0189097642306484,"gpt":0.2763824243201243,"spread":0.2574726600894759,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001488177,0.0001678016,0.0002904909,0.0001756063,0.0002338508,0.0002186735,0.001317403,0.00008730109,0.00002673842],"category_scores_gemma":[0.000469951,0.0001145663,0.00004283572,0.001784421,0.00007709016,0.001821263,0.0007184038,0.0004993683,0.00003203729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002684552,"about_ca_system_score_gemma":0.00009242163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004781312,"about_ca_topic_score_gemma":4.412263e-7,"domain_scores_codex":[0.9983302,0.0001931448,0.0007482293,0.0002972442,0.0002033836,0.0002277953],"domain_scores_gemma":[0.9986153,0.0002942081,0.0003472809,0.000646028,0.00005656919,0.00004057268],"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":[0.000002953268,0.00002994398,0.01087158,0.008368572,0.00003524219,0.00000242113,0.001160496,0.00004213729,5.042707e-7,0.6116568,0.007204166,0.3606251],"study_design_scores_gemma":[0.0007189775,0.000005485019,0.2250057,0.02045243,0.0001884014,0.00001796345,0.0001260706,0.03592396,0.00001785131,0.5543331,0.1627596,0.0004504739],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002458541,0.2670397,0.6561394,0.03185854,0.000540576,0.001616898,0.00000249347,0.0003042548,0.04003962],"genre_scores_gemma":[0.4505115,0.3905367,0.1000666,0.04924571,0.0002944172,0.0005636407,0.00002906237,0.00006599027,0.008686444],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5560729,"threshold_uncertainty_score":0.4671879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7083163438","doi":"10.3998/ticker.8215","title":"Trends in Academic Business Libraries 2024-2025: Highlights from Annual Reports of the Academic Business Library Directors Group","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Group (periodic table); Academic library; Business information; Work (physics); Information system","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02720402417220606,"gpt":0.2563217056807496,"spread":0.2291176815085436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001719144,0.00103728,0.00175582,0.0005726353,0.0004393682,0.0002296893,0.008031999,0.001447161,0.0005079565],"category_scores_gemma":[0.002269969,0.0006544387,0.000354984,0.01947172,0.0008691581,0.005927823,0.004413161,0.003861556,0.00003069994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000654273,"about_ca_system_score_gemma":0.001035518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001644767,"about_ca_topic_score_gemma":0.00000308173,"domain_scores_codex":[0.9920434,0.001088338,0.002944234,0.001764287,0.0009844878,0.00117526],"domain_scores_gemma":[0.9933026,0.001424717,0.001689839,0.003040145,0.0003587518,0.000183982],"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":[0.0002521902,0.0003544857,0.1742612,0.01554774,0.0005743889,0.0003645397,0.003224588,0.0004735946,0.002255511,0.1599181,0.4690751,0.1736985],"study_design_scores_gemma":[0.0004800494,0.000006775129,0.4590502,0.01737614,0.0002633573,0.00009572112,0.00005865521,0.0002483627,0.001310859,0.04621348,0.4740691,0.0008273293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02720227,0.4698037,0.003332094,0.4719338,0.007137507,0.002316057,0.000141138,0.001094128,0.0170393],"genre_scores_gemma":[0.6591613,0.2365034,0.002406451,0.03450029,0.002352071,0.0009326821,0.0006573531,0.0002046924,0.06328177],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6319591,"threshold_uncertainty_score":0.9998491,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7105695255","doi":"10.3998/ticker.9093","title":"Introduction","year":2025,"lang":"","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05280885244091549,"gpt":0.2444555677593999,"spread":0.1916467153184844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003728203,0.0005671079,0.001570129,0.0003811249,0.0007080433,0.0003541779,0.002026111,0.0004145962,0.02748161],"category_scores_gemma":[0.001632379,0.0004952707,0.0003833777,0.003602378,0.0006373627,0.001525008,0.0009153997,0.001212337,0.04353667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911475,"about_ca_system_score_gemma":0.000240231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004049448,"about_ca_topic_score_gemma":7.133136e-7,"domain_scores_codex":[0.9951862,0.0001542529,0.002323304,0.001399657,0.00009945866,0.0008371359],"domain_scores_gemma":[0.9967297,0.0002652349,0.001096384,0.001651487,0.0001366462,0.0001205151],"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":[0.00001365659,0.00003062242,0.0009672701,0.00292656,0.0002384257,9.428845e-7,0.0001437589,0.0000123711,5.900789e-7,0.2970206,0.6897535,0.008891608],"study_design_scores_gemma":[0.0003880431,0.000006254034,0.005056057,0.003400629,0.0003509964,0.000007731841,0.0001524357,0.0002146994,0.000005678664,0.01884732,0.9710959,0.0004742285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001008834,0.5989013,0.0007838493,0.2163705,0.01610793,0.001025833,0.000164162,0.00006603586,0.1664795],"genre_scores_gemma":[0.002353432,0.5468559,0.00007120688,0.01380683,0.001774348,0.0001044556,0.00003121503,0.00003650648,0.4349661],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2813424,"threshold_uncertainty_score":0.9997499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380366089","doi":"10.3998/ticker.4466","title":"Connecting","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science","authors":[{"name":"Ash Faulkner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1097040239061691,"gpt":0.3286268671010688,"spread":0.2189228431948997,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00403066,0.0004597278,0.0007530001,0.0002126387,0.0004554989,0.0001252051,0.002102772,0.0002724534,0.001929664],"category_scores_gemma":[0.004533317,0.0002995046,0.0001938025,0.009238514,0.0001801893,0.001311393,0.0006734905,0.001441377,0.09471936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005097552,"about_ca_system_score_gemma":0.0001970066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000163126,"about_ca_topic_score_gemma":8.041172e-7,"domain_scores_codex":[0.996024,0.0007281365,0.0009750178,0.0006235964,0.000688473,0.0009608326],"domain_scores_gemma":[0.9966887,0.001208213,0.0004663762,0.001287308,0.0001635305,0.0001859321],"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":[0.00003858555,0.00002795381,0.002913878,0.009000571,0.0001720694,0.00007407996,0.0008054926,0.00007302681,0.001507373,0.04287609,0.866649,0.07586183],"study_design_scores_gemma":[0.0004000582,0.000006235156,0.0175851,0.01106851,0.0003876536,0.0001990303,0.0001458367,0.0004111035,0.0001400599,0.007961576,0.9610716,0.0006232985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03988124,0.6313379,0.0005686861,0.275541,0.002488661,0.005430419,0.000144746,0.01010972,0.03449767],"genre_scores_gemma":[0.4252912,0.4609137,0.0008884073,0.08115779,0.006051846,0.001537794,0.001013061,0.002231633,0.02091452],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.38541,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399851142","doi":"10.3998/ticker.6327","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science","authors":[{"name":"Ash Faulkner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06557264068118043,"gpt":0.3307185857395202,"spread":0.2651459450583398,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002665784,0.0001758414,0.0002557841,0.00006679603,0.0004694543,0.000252143,0.0009308025,0.0001994113,0.006424903],"category_scores_gemma":[0.002430994,0.000104016,0.000100948,0.002332791,0.000518133,0.001270545,0.0001169883,0.0009170883,0.005160933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008130611,"about_ca_system_score_gemma":0.0004774722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001334802,"about_ca_topic_score_gemma":0.000006130657,"domain_scores_codex":[0.9976728,0.0006794251,0.0003956854,0.0003696317,0.0004708226,0.0004116328],"domain_scores_gemma":[0.998918,0.0004185841,0.00006081926,0.0003991507,0.0001143181,0.00008912982],"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":[0.000004392593,0.000004877356,0.000008847189,0.001218415,0.00002314301,0.000004027913,0.002046465,7.742166e-7,0.00003091101,0.3340307,0.5967727,0.06585475],"study_design_scores_gemma":[0.00002301365,0.000003587639,0.00006338787,0.002347538,0.0001054845,0.000018119,0.0001126103,0.00003452982,0.00003000115,0.00917256,0.9879312,0.0001579969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0001076924,0.3599813,0.0006770004,0.5736728,0.002309161,0.0007479477,0.000002178755,0.0005062677,0.06199569],"genre_scores_gemma":[0.0832207,0.7542743,0.0002473199,0.0346944,0.02409322,0.0002384942,0.00003432791,0.0001436705,0.1030535],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5389783,"threshold_uncertainty_score":0.9956136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387387617","doi":"10.3998/ticker.5028","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Chemistry","authors":[{"name":"Ash Faulkner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09697328304541608,"gpt":0.3356664378960236,"spread":0.2386931548506075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003382594,0.0001671579,0.0002860509,0.00008343387,0.0007250916,0.00009590576,0.001136256,0.0001985225,0.003627587],"category_scores_gemma":[0.004998003,0.0001051686,0.00008580412,0.004262892,0.0005179329,0.0008809194,0.0001811938,0.0006819805,0.01087451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005434549,"about_ca_system_score_gemma":0.0003027353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001384168,"about_ca_topic_score_gemma":0.000007494139,"domain_scores_codex":[0.9973889,0.0008102381,0.0004073087,0.0003269586,0.0005382505,0.0005283589],"domain_scores_gemma":[0.9987133,0.0004167934,0.0001297874,0.0004842171,0.000157439,0.00009843271],"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":[0.00000697925,0.000005529484,0.00006471085,0.0004840078,0.00001572132,0.000002528752,0.00207783,0.000002880965,0.00003752377,0.1154492,0.8502422,0.03161086],"study_design_scores_gemma":[0.00005060092,0.000003417307,0.0007049601,0.0007071896,0.00005709938,0.000005821369,0.000238245,0.0000204826,0.00002754021,0.006914956,0.9911102,0.000159469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0008193569,0.0539,0.0001881975,0.8790572,0.001979812,0.001295783,0.000003165871,0.000982585,0.06177394],"genre_scores_gemma":[0.05856296,0.7452456,0.0001457429,0.04405018,0.01765603,0.0003531561,0.00008498174,0.0001484655,0.1337529],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.835007,"threshold_uncertainty_score":0.9972832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3081474306","doi":"10.3998/ticker.16481003.0004.204","title":"The Copyright First Responders Model","year":2020,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":0,"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","authors":[{"name":"Kyle K. Courtney","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07553374071570111,"gpt":0.2449473526886469,"spread":0.1694136119729458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001158206,0.0003754596,0.0004449749,0.00004866695,0.0009425622,0.0005070555,0.002554887,0.0001960978,0.0003318247],"category_scores_gemma":[0.001612244,0.0001996613,0.0001934486,0.001748171,0.0003230505,0.002649797,0.0008935591,0.001036268,0.001781734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002123475,"about_ca_system_score_gemma":0.0001059617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001048111,"about_ca_topic_score_gemma":0.000002337658,"domain_scores_codex":[0.9977376,0.00006526576,0.0006638392,0.0004451081,0.0005154957,0.0005727076],"domain_scores_gemma":[0.998361,0.0003332483,0.0004181829,0.000692675,0.0001423952,0.00005248735],"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":[0.0001327753,0.000018947,0.0003636455,0.004086111,0.00006910197,0.00001541342,0.0001690192,0.000134758,0.00003604036,0.3038475,0.6848415,0.006285208],"study_design_scores_gemma":[0.000294275,0.000003059234,0.0007261524,0.001250567,0.0002442172,0.000007024443,0.00004817826,0.01111513,0.000006806514,0.01854513,0.9674186,0.0003408956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001145443,0.1523689,0.002682423,0.8291298,0.0006270315,0.001283557,0.000006653602,0.0004058275,0.0123503],"genre_scores_gemma":[0.3514812,0.144314,0.0001383799,0.4940096,0.007507285,0.0002563714,0.0001097282,0.0002144596,0.001968948],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3503357,"threshold_uncertainty_score":0.9989955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3138309029","doi":"10.3998/ticker.16481003.0005.208","title":"Case Study Collaboration with the School of Management Global Programs","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Medical education; Process management; Business; Medicine","authors":[{"name":"Carolyn Klotzbach-Russell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04834791344309579,"gpt":0.3418711730193699,"spread":0.2935232595762741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001221847,0.0001322272,0.0002281186,0.00001221849,0.0004194383,0.0001300174,0.0005055663,0.00005942129,0.0002670262],"category_scores_gemma":[0.0001518465,0.00007024084,0.00003211001,0.003420289,0.0001945827,0.0004738463,0.0001019099,0.0002002187,0.00006427201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008733266,"about_ca_system_score_gemma":0.001329262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002534427,"about_ca_topic_score_gemma":0.0002600923,"domain_scores_codex":[0.9979193,0.0006260052,0.0003618177,0.0002348818,0.0006358215,0.0002221481],"domain_scores_gemma":[0.9987608,0.00008006682,0.0002741123,0.0004260446,0.0003814682,0.00007755221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007886106,0.001186319,0.3860094,0.004190444,0.0008156426,0.001553017,0.05550623,0.0000171821,0.000002518721,0.1458706,0.192252,0.2125178],"study_design_scores_gemma":[0.0004783545,0.00002281139,0.08919862,0.00209675,0.000483733,0.0002085961,0.06522701,6.706024e-7,0.000004552927,0.0008726903,0.8411495,0.0002566816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3578204,0.1780736,0.0007183742,0.4133007,0.001195346,0.01091818,0.00001640897,0.0002169222,0.03774007],"genre_scores_gemma":[0.9412441,0.04127983,0.0008573077,0.008963833,0.0003839445,0.0007372117,0.00001643155,0.00002226702,0.006495039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6488975,"threshold_uncertainty_score":0.3226023,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2766494200","doi":"10.3998/ticker.16481003.0002.203","title":"MBAA International Annual Conference 2017","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Cyberloafing and Workplace Behavior","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Environmental science","authors":[{"name":"Cara Cadena","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05720625797324096,"gpt":0.3400417417323475,"spread":0.2828354837591065,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001687719,0.0001849298,0.0003220609,0.00005096819,0.0002972226,0.0001562665,0.001787637,0.0002232283,0.003525684],"category_scores_gemma":[0.0006894206,0.0001303854,0.00009770251,0.0006780243,0.0003062458,0.001113652,0.0002026002,0.0006977209,0.002550613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004775846,"about_ca_system_score_gemma":0.0004507502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002089481,"about_ca_topic_score_gemma":0.00001040045,"domain_scores_codex":[0.9979093,0.0003938292,0.0003859336,0.0003250526,0.0005881325,0.0003977714],"domain_scores_gemma":[0.9986407,0.0002974533,0.0002319841,0.0004653606,0.0002444847,0.0001200126],"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":[0.00005692128,0.00009587956,0.0834114,0.0009898838,0.00009516905,0.0000185123,0.01672486,0.000005544721,0.00006812522,0.2223731,0.5128294,0.1633313],"study_design_scores_gemma":[0.0001778468,0.000004034916,0.0203651,0.002536319,0.00007440966,0.00000962931,0.0008338749,0.000006299857,0.000004360159,0.001260301,0.9745039,0.0002239304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06011432,0.1228999,0.0002765612,0.5888676,0.008205607,0.003409557,0.00008895197,0.0006777867,0.2154597],"genre_scores_gemma":[0.6309071,0.2232012,0.0002794448,0.01977641,0.002448297,0.0001673577,0.00008900018,0.00007547344,0.1230556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5707928,"threshold_uncertainty_score":0.998226,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2343892389","doi":"10.3998/ticker.16481003.0001.201","title":"Transitioning to 100% Business E-Books: The Case of a Large University Business Collection","year":2019,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Institution; Nothing; Academic institution; Raising (metalworking); Sociology; Management; Public relations; Computer science; Business; Marketing; Engineering; Political science; Library science; Social science; Economics; Epistemology; Mechanical engineering; Philosophy","authors":[{"name":"Wahib Nasrallah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02533219887024983,"gpt":0.2361347739214548,"spread":0.210802575051205,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000880665,0.0003032455,0.0004851046,0.0002593685,0.0005444316,0.0002198559,0.001783418,0.0001508849,0.0001748486],"category_scores_gemma":[0.0002681527,0.0001942289,0.0001112186,0.01094891,0.0001002862,0.003231047,0.000592772,0.0004022467,0.0001742503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005582597,"about_ca_system_score_gemma":0.0006083634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008013962,"about_ca_topic_score_gemma":0.000007692246,"domain_scores_codex":[0.9977859,0.0003532881,0.0005554587,0.0005086073,0.0003697805,0.0004270028],"domain_scores_gemma":[0.9978426,0.0004552514,0.0003082532,0.0008398604,0.0004330177,0.0001209841],"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":[0.0008123898,0.0006207117,0.01229844,0.01963473,0.0007719975,0.001021336,0.01664525,0.001473842,0.0008660997,0.5510871,0.2663929,0.1283752],"study_design_scores_gemma":[0.001448319,0.00004625533,0.05490237,0.006583883,0.0002103312,0.001700813,0.0005556823,0.001733526,0.0003128383,0.002306536,0.9292367,0.0009627749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2073519,0.05388574,0.3172748,0.3594982,0.003421551,0.009697165,0.00006907113,0.00136852,0.04743307],"genre_scores_gemma":[0.9183953,0.01830086,0.003890466,0.0240062,0.0004387519,0.00009847284,0.00004664509,0.0001139795,0.03470937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7110434,"threshold_uncertainty_score":0.7920424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415482258","doi":"10.3998/ticker.8270","title":"“The large print giveth and the small print taketh away.”Advocating for Change: Rethinking Business Data Contracts for Academic Research","year":2025,"lang":"","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Scholarship; Vendor; Liability; Data breach; Academic library","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.4152180795521563,"gpt":0.425744235142688,"spread":0.01052615559053166,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaresearch","open_science"],"category_scores_codex":[0.07254757,0.0008705346,0.001549945,0.0003278173,0.006083649,0.003611987,0.02057271,0.0009172435,0.00001245691],"category_scores_gemma":[0.02155112,0.0004460351,0.0002522128,0.007677849,0.002395001,0.01341459,0.01001732,0.004742365,0.00004199428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001148427,"about_ca_system_score_gemma":0.003242202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008171891,"about_ca_topic_score_gemma":0.000008086681,"domain_scores_codex":[0.9863107,0.003588425,0.003831612,0.002004144,0.001687218,0.002577878],"domain_scores_gemma":[0.9739586,0.01587704,0.002259917,0.005440409,0.002142678,0.0003213432],"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":[0.0003131158,0.00003918651,0.0004274742,0.01810649,0.0002013945,0.000002071614,0.01333644,0.000008618926,0.00001705031,0.5626865,0.04332821,0.3615335],"study_design_scores_gemma":[0.002402621,0.00002992698,0.00536335,0.0266848,0.0002034584,0.0000687028,0.001121071,0.09334886,0.00003549666,0.03850016,0.8316265,0.0006150029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0002792175,0.3216323,0.1850502,0.4709051,0.00390201,0.01730636,0.00009803734,0.0001520449,0.0006747285],"genre_scores_gemma":[0.06169569,0.8045524,0.005637251,0.1030696,0.005705119,0.009199739,0.0003107205,0.000201178,0.009628225],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7882983,"threshold_uncertainty_score":0.9997991,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403750986","doi":"10.3998/ticker.7026","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science","authors":[{"name":"Ash Faulkner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06557264068118043,"gpt":0.3307185857395202,"spread":0.2651459450583398,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002665784,0.0001758414,0.0002557841,0.00006679603,0.0004694543,0.000252143,0.0009308025,0.0001994113,0.006424903],"category_scores_gemma":[0.002430994,0.000104016,0.000100948,0.002332791,0.000518133,0.001270545,0.0001169883,0.0009170883,0.005160933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008130611,"about_ca_system_score_gemma":0.0004774722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001334802,"about_ca_topic_score_gemma":0.000006130657,"domain_scores_codex":[0.9976728,0.0006794251,0.0003956854,0.0003696317,0.0004708226,0.0004116328],"domain_scores_gemma":[0.998918,0.0004185841,0.00006081926,0.0003991507,0.0001143181,0.00008912982],"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":[0.000004392593,0.000004877356,0.000008847189,0.001218415,0.00002314301,0.000004027913,0.002046465,7.742166e-7,0.00003091101,0.3340307,0.5967727,0.06585475],"study_design_scores_gemma":[0.00002301365,0.000003587639,0.00006338787,0.002347538,0.0001054845,0.000018119,0.0001126103,0.00003452982,0.00003000115,0.00917256,0.9879312,0.0001579969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0001076924,0.3599813,0.0006770004,0.5736728,0.002309161,0.0007479477,0.000002178755,0.0005062677,0.06199569],"genre_scores_gemma":[0.0832207,0.7542743,0.0002473199,0.0346944,0.02409322,0.0002384942,0.00003432791,0.0001436705,0.1030535],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5389783,"threshold_uncertainty_score":0.9956136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410105111","doi":"10.3998/ticker.7766","title":"Introduction","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"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","authors":[{"name":"Ash Faulkner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04542251462983166,"gpt":0.3290760576083754,"spread":0.2836535429785438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002362431,0.0001654789,0.00030371,0.00007438778,0.0006967143,0.0001023903,0.00119056,0.0002123001,0.002830963],"category_scores_gemma":[0.004810059,0.0001043077,0.00008342335,0.0026554,0.0005828817,0.0007531104,0.0001657381,0.0007379176,0.00113422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008167738,"about_ca_system_score_gemma":0.0005473408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001805814,"about_ca_topic_score_gemma":0.00001083615,"domain_scores_codex":[0.9976801,0.0008258464,0.0004332543,0.0003169179,0.0003478191,0.0003960063],"domain_scores_gemma":[0.9987403,0.000376171,0.0001177074,0.0005063732,0.0001982351,0.0000612716],"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":[0.000009539629,0.000009226897,0.00007636159,0.0005971,0.00002135707,5.959254e-7,0.0007335359,9.022808e-7,0.00002277774,0.3926797,0.565752,0.04009688],"study_design_scores_gemma":[0.00006280222,0.000002296209,0.0004333972,0.001517128,0.0001031733,0.000002547406,0.0001411186,0.000007435962,0.00005207073,0.01305706,0.9844928,0.0001281444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0001477357,0.1349735,0.001081933,0.6886434,0.001558036,0.0009905919,0.000001185997,0.0002335518,0.1723701],"genre_scores_gemma":[0.07163233,0.5599171,0.0003915117,0.1300572,0.009074681,0.0003305762,0.00002983883,0.00007858464,0.2284882],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5585862,"threshold_uncertainty_score":0.9996435,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402842634","doi":"10.3998/ticker.6410","title":"But I Need It!  Exploring a Magic Quadrant for Collections Needs, Wants and Contributions  ","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"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","authors":[{"name":"Corey Seeman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1803060695207093,"gpt":0.3548041342689646,"spread":0.1744980647482553,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002203373,0.0002496322,0.0004426365,0.0001886312,0.001533553,0.0004695492,0.0006187879,0.0002165337,0.0005271716],"category_scores_gemma":[0.004071024,0.0001652959,0.000142395,0.003633689,0.000572253,0.001342776,0.000128476,0.000714677,0.0002295318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161614,"about_ca_system_score_gemma":0.0007657718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000447939,"about_ca_topic_score_gemma":0.00003272941,"domain_scores_codex":[0.997655,0.0004847227,0.0005590323,0.0003503942,0.0003419915,0.0006088965],"domain_scores_gemma":[0.9974656,0.001732838,0.00008987536,0.0002920939,0.0002523994,0.0001672652],"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":[0.00005886001,0.00003502642,0.00004394404,0.004326157,0.0001882575,0.000008650693,0.01540814,0.000003092359,0.0002845565,0.520527,0.4387329,0.02038347],"study_design_scores_gemma":[0.0001596435,0.00001431041,0.00003704896,0.0050733,0.0003323996,0.00002994827,0.002150461,0.000282248,0.00007570587,0.01245314,0.9791234,0.0002684171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001437228,0.4652143,0.007455048,0.4937525,0.002452025,0.004948075,0.000186676,0.0007067684,0.02384739],"genre_scores_gemma":[0.2972883,0.6096359,0.0003908626,0.0195645,0.00327599,0.00237443,0.00006093514,0.0001752382,0.06723381],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5403906,"threshold_uncertainty_score":0.9997663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411520315","doi":"10.3998/ticker.7318","title":"Building a Regional Library-Led Case Competition: Reflections from Librarians and Vendor Partners ","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Competition (biology); Timeline; Information literacy; Vendor; Public relations; Entrepreneurship; Business; Library instruction; Marketing; Political science; Knowledge management; Sociology; Computer science; Pedagogy","authors":[{"name":"Zoeanna Mayhook","is_ca":false},{"name":"Annette Bochenek","is_ca":false},{"name":"Elizabeth Grauel","is_ca":false},{"name":"Hunter Minser","is_ca":false},{"name":"Terence William O'Neill","is_ca":false},{"name":"Ilana Stonebraker","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06241800475400447,"gpt":0.3211853945191551,"spread":0.2587673897651507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006905063,0.0003473269,0.0004337626,0.0003196253,0.0006465883,0.0006978105,0.0006507676,0.0001694547,0.0009780524],"category_scores_gemma":[0.0004570571,0.0002714945,0.0001072869,0.002541732,0.0001937313,0.003932413,0.0005593146,0.0005806421,0.0001029751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001951455,"about_ca_system_score_gemma":0.0001266279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001808176,"about_ca_topic_score_gemma":0.00001027439,"domain_scores_codex":[0.9980749,0.0001397037,0.0006256874,0.0005597127,0.0002305665,0.0003694415],"domain_scores_gemma":[0.9984381,0.000499883,0.000375319,0.00057304,0.0000800166,0.00003363775],"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":[0.00006450104,0.00005298125,0.004046411,0.004012879,0.0001324945,0.00005773312,0.00006074336,0.000004506521,0.00004040639,0.6966165,0.2764219,0.01848896],"study_design_scores_gemma":[0.0004245543,0.000001838279,0.008168357,0.004632838,0.000588365,0.00005417999,0.0001514714,0.0002815158,0.000005056844,0.0432983,0.9420813,0.0003122536],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02151429,0.1312878,0.006165429,0.6853434,0.003287132,0.003462726,0.00002467898,0.001645573,0.1472689],"genre_scores_gemma":[0.4115824,0.123562,0.01004774,0.4062729,0.0162814,0.001833284,0.0015101,0.0004537343,0.02845638],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6656593,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200323820","doi":"10.3998/ticker.1943","title":"Language Matters: How Baker Library is Working Towards Conscious and Inclusive Description","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Offensive; Narrative; Perspective (graphical); Context (archaeology); Consistency (knowledge bases); Plan (archaeology); Public relations; Action (physics); Power (physics); Action plan; Best practice; Sociology; Political science; Computer science; Linguistics; Engineering; Management; History; Law; Operations research","authors":[{"name":"Christine Riggle","is_ca":false},{"name":"Mary Samouelian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05585569277624444,"gpt":0.2330558881766876,"spread":0.1772001954004432,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001478603,0.0002329058,0.0003139415,0.00005677221,0.0002993673,0.0007790361,0.0003608538,0.00003639971,0.00126814],"category_scores_gemma":[0.00004892806,0.0001558753,0.00009152349,0.0002052747,0.0003587974,0.002033037,0.0005203339,0.0003527988,0.0001327775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001033405,"about_ca_system_score_gemma":0.000082766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008689095,"about_ca_topic_score_gemma":0.000001565681,"domain_scores_codex":[0.9987416,0.0001369674,0.0002863241,0.0003253419,0.0002515859,0.0002582133],"domain_scores_gemma":[0.9993429,0.0001145281,0.0001401326,0.0002822706,0.0000396273,0.00008052137],"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":[0.00001474093,0.00004314659,0.0001770338,0.003003194,0.0001459732,0.0001014876,0.01013764,2.3078e-7,0.00001776929,0.5755836,0.2595088,0.1512665],"study_design_scores_gemma":[0.0001698189,0.000006540808,0.003945931,0.003969107,0.0001684208,0.00005677021,0.0009807537,0.00001127356,0.00002478373,0.03736905,0.9530476,0.000249893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004458198,0.1435308,0.0001253074,0.6979566,0.00060488,0.000690289,0.0001376822,0.0002262112,0.1522701],"genre_scores_gemma":[0.4617182,0.111551,0.0003434846,0.3424449,0.002356231,0.0001659841,0.0006143746,0.0001237853,0.08068203],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6935389,"threshold_uncertainty_score":0.9996448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408571566","doi":"10.3998/ticker.6968","title":"Confronting Student Distrust: Unexpected Findings from a Five-Week Business Intelligence Course ","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"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","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06133299621035149,"gpt":0.3463554242104961,"spread":0.2850224280001447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002089213,0.0004802163,0.0008685406,0.0001077187,0.001184802,0.0004111262,0.003267302,0.0004324129,0.001982317],"category_scores_gemma":[0.005561075,0.0003363711,0.0001657377,0.004482555,0.001238386,0.00109281,0.0006674636,0.001322389,0.0005887261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001908802,"about_ca_system_score_gemma":0.001211416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002697173,"about_ca_topic_score_gemma":0.0001338766,"domain_scores_codex":[0.9952458,0.001125909,0.001122567,0.0007664267,0.0008654018,0.0008738896],"domain_scores_gemma":[0.9963415,0.001641445,0.0003539709,0.000842561,0.0006521136,0.0001683939],"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":[0.0002825253,0.0006887474,0.01968944,0.005091999,0.001004625,0.00008488726,0.05464413,0.00006027771,0.0003944979,0.5474545,0.2081542,0.1624501],"study_design_scores_gemma":[0.0004797889,0.00001929855,0.06336457,0.02412818,0.001197299,0.000007826354,0.007526635,0.0002266725,0.000221858,0.01806035,0.8835789,0.001188614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05527147,0.5254644,0.01733907,0.3163708,0.00511036,0.006750111,0.00009771802,0.001270561,0.07232543],"genre_scores_gemma":[0.7985531,0.1463955,0.0005647356,0.02157822,0.001268427,0.000385561,0.000125973,0.0001250321,0.03100341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7432816,"threshold_uncertainty_score":0.9999088,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400905902","doi":"10.3998/ticker.6426","title":"“A Postcard from Yale:\" A Conference Report from ABLD 2024","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"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","authors":[{"name":"Lorna McNally","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05306759730820852,"gpt":0.2845976102415333,"spread":0.2315300129333248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001304864,0.0003768359,0.0006045516,0.0001092107,0.0002087808,0.001231961,0.002839586,0.0001931405,0.0007663491],"category_scores_gemma":[0.0007234653,0.0002486874,0.0001576659,0.001583927,0.0001247903,0.003681371,0.0007972537,0.001003378,0.001083362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002716918,"about_ca_system_score_gemma":0.0005913452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001117429,"about_ca_topic_score_gemma":9.347877e-7,"domain_scores_codex":[0.9967756,0.0001788785,0.001329434,0.000660386,0.0006421894,0.000413466],"domain_scores_gemma":[0.9970806,0.0007129983,0.0004559872,0.001392382,0.0002124071,0.0001456821],"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":[0.000006424506,0.00003705831,0.0003322449,0.009990782,0.0002639767,0.0002898425,0.006333326,0.00001838712,0.00008735379,0.250477,0.3161134,0.4160501],"study_design_scores_gemma":[0.0001507445,0.000006231173,0.00193571,0.02687074,0.000226985,0.0003019537,0.00005120257,0.06864738,0.0001465894,0.1353648,0.7656289,0.0006686981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0008177622,0.2096144,0.721475,0.04603236,0.003213608,0.0006821917,0.00004232495,0.000985934,0.01713645],"genre_scores_gemma":[0.361381,0.2831254,0.1839764,0.1309036,0.009760191,0.0006848447,0.001475967,0.0005122005,0.0281804],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5374986,"threshold_uncertainty_score":0.9999965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401886850","doi":"10.3998/ticker.6400","title":"Conference Report: Academic Business Library Directors  Annual Conferences 2023 & 2024 ","year":2024,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Digital Rights Management and Security","field":"Computer Science","cited_by":0,"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","authors":[{"name":"Corey Seeman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07140646163349058,"gpt":0.2972067527461457,"spread":0.2258002911126551,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001648642,0.0008129315,0.001006153,0.0003625679,0.0003070032,0.001921965,0.005888462,0.0004845163,0.001484566],"category_scores_gemma":[0.0007756316,0.0005074467,0.0002650055,0.006573264,0.0005337241,0.01238577,0.002226232,0.002140678,0.00352108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003626055,"about_ca_system_score_gemma":0.001188515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004872046,"about_ca_topic_score_gemma":0.000005333266,"domain_scores_codex":[0.9943146,0.0004668562,0.0015808,0.001536625,0.001123528,0.0009776058],"domain_scores_gemma":[0.996214,0.0008029686,0.0004893524,0.001932048,0.0002809064,0.0002806636],"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":[0.00001201397,0.00003790765,0.0006422691,0.005600301,0.0001473428,0.0002640406,0.0005455192,0.000003555687,0.0000142367,0.3920459,0.5166776,0.08400925],"study_design_scores_gemma":[0.0001025512,0.000005843255,0.005735892,0.008580763,0.0001733994,0.0002424939,0.00001438718,0.0002772617,0.00001443156,0.05789839,0.9262371,0.0007174672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002458386,0.582742,0.05312894,0.2243348,0.01008728,0.003141797,0.0002076257,0.003810318,0.1200889],"genre_scores_gemma":[0.1243973,0.5725036,0.002557312,0.01885816,0.00293299,0.0006440241,0.001062008,0.00031216,0.2767325],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4095595,"threshold_uncertainty_score":0.9997377,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200380155","doi":"10.3998/ticker.1944","title":"Research Support through Programming: Developing an Automation-Assisted Literature Search","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"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; Python (programming language); Citation; Automation; World Wide Web; Process (computing); Software engineering; Data science; Engineering management; Engineering; Programming language","authors":[{"name":"Kevin A. Thomas","is_ca":false},{"name":"Marcella Barnhart","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.52564016175961,"gpt":0.5106012649359788,"spread":0.01503889682363124,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.03119253,0.0003024192,0.0005991312,0.000319399,0.001046153,0.003209882,0.004615025,0.0002381916,0.0009729457],"category_scores_gemma":[0.01115919,0.0001820927,0.0001448176,0.01819101,0.0003951767,0.003195776,0.002156092,0.001545525,0.001364692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007576153,"about_ca_system_score_gemma":0.001367755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001493335,"about_ca_topic_score_gemma":0.000003404301,"domain_scores_codex":[0.9882859,0.00367433,0.00153179,0.001567481,0.004021025,0.0009194618],"domain_scores_gemma":[0.9910791,0.002508841,0.0003148157,0.003385701,0.002501987,0.0002095338],"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":[0.0000112381,0.0000746442,0.0007477717,0.001299793,0.000037995,0.000110272,0.002118895,0.00001308035,0.00003245552,0.06323319,0.2453538,0.6869668],"study_design_scores_gemma":[0.000192408,0.00001350771,0.02474056,0.004354174,0.00004524292,0.0001835921,0.0009876281,0.0004171232,0.00007785512,0.02020835,0.9484642,0.0003153278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01279589,0.2581163,0.08235269,0.6061929,0.005245436,0.005160677,0.0001078273,0.001262821,0.02876546],"genre_scores_gemma":[0.2807384,0.1713493,0.2642471,0.1198151,0.00793406,0.00151377,0.00647206,0.0006421709,0.1472881],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7031104,"threshold_uncertainty_score":0.9999403,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413244371","doi":"10.3998/ticker.8222","title":"Deal or no deal? Tips for cost sharing business data in higher education","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Environmental science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.3055073885532586,"gpt":0.4100710059196858,"spread":0.1045636173664272,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003242759,0.0002954981,0.0005534317,0.0001483779,0.0005590168,0.0002369755,0.003922962,0.0003648704,0.002123263],"category_scores_gemma":[0.004430816,0.0001902465,0.00005839994,0.003654411,0.0003558048,0.001816845,0.0008007337,0.0007094256,0.0003467742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001897877,"about_ca_system_score_gemma":0.002862394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009831745,"about_ca_topic_score_gemma":0.0002180089,"domain_scores_codex":[0.9969767,0.0004671833,0.0008108193,0.0007055143,0.0003854981,0.0006542563],"domain_scores_gemma":[0.9968786,0.00113233,0.0002395282,0.001152745,0.0004964686,0.0001003402],"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":[0.0002976155,0.0001529623,0.00298011,0.009091051,0.00007639187,0.000003211613,0.00114894,0.000003753281,0.00002276047,0.3236629,0.4334821,0.2290782],"study_design_scores_gemma":[0.000262129,0.00000457738,0.004738078,0.008077044,0.0001428979,0.000003155422,0.00009258454,0.00008584142,0.000005029526,0.004981402,0.9813368,0.0002704653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0009327096,0.1926144,0.002649297,0.5798557,0.006330092,0.01368442,0.0001104446,0.0005267879,0.2032962],"genre_scores_gemma":[0.08708403,0.3062821,0.004779019,0.1687125,0.008267841,0.003762323,0.001193928,0.000336907,0.4195814],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5478547,"threshold_uncertainty_score":0.998789,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}