{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":16,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":16,"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":"bb50f419afaf","filters":{"venue":"Frontiers in Business Economics and Management"}},"results":[{"id":"W4384524542","doi":"10.54097/fbem.v10i1.10237","title":"Research on the Impact of E-commerce on Offline Retail Industry","year":2023,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Omnichannel; Online and offline; Retail industry; Analytics; Business; Key (lock); Marketing; E-commerce; Big data; Data science; Computer science; World Wide Web","authors":[{"name":"Tianyu Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09836494787580267,"gpt":0.3176001478339684,"spread":0.2192351999581658,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00119759,0.000200397,0.0003061717,0.001148457,0.0001924609,0.0001513752,0.0003590675,0.00009270628,0.00004322639],"category_scores_gemma":[0.0000432982,0.0001507299,0.00006889945,0.001318924,0.0001820273,0.0002089254,0.0005943924,0.0003089315,0.00007058318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073931,"about_ca_system_score_gemma":0.00001579197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000785429,"about_ca_topic_score_gemma":0.000109123,"domain_scores_codex":[0.9987633,0.00002294046,0.0003178827,0.0003606825,0.0001485608,0.000386683],"domain_scores_gemma":[0.999238,0.00006941295,0.0001376174,0.0004450849,0.00009760056,0.00001233611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002935738,0.0002596148,0.5970446,0.0003048911,0.0003181658,0.0000328885,0.00006909669,0.003541026,0.000003013599,0.09329254,0.1179513,0.1868893],"study_design_scores_gemma":[0.000587,0.00001879883,0.9307864,0.000109008,0.00003076805,1.879669e-7,0.001313279,0.006345851,0.000001513318,0.001013749,0.05960231,0.0001911351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650055,0.00009317322,0.00001179938,0.007162127,0.0004680621,0.00055341,0.000005353158,0.00003801538,0.02666262],"genre_scores_gemma":[0.99507,0.002495701,0.00003145699,0.0001992567,0.0001013926,0.0001107449,0.0000190387,0.00003649475,0.00193589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3337418,"threshold_uncertainty_score":0.6146586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384524556","doi":"10.54097/fbem.v10i1.10234","title":"On the Importance of Pricing Strategy in Marketing Strategy","year":2023,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Pricing strategies; Scope (computer science); Personalization; Business; Transparency (behavior); Marketing; Craft; Competitive advantage; Industrial organization; Sustainability; Computer science","authors":[{"name":"Runting Gao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01864882817593986,"gpt":0.2139050084908668,"spread":0.195256180314927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001352917,0.0001748406,0.0002631365,0.000689938,0.00007812346,0.0001501168,0.0002255075,0.00004364275,0.00003305198],"category_scores_gemma":[0.0000392696,0.000154891,0.00003328021,0.0009264905,0.0000527497,0.0003346217,0.0002307567,0.0001004268,0.000006132037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004160866,"about_ca_system_score_gemma":0.00001180321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002989223,"about_ca_topic_score_gemma":0.0005258952,"domain_scores_codex":[0.9988366,0.00001811591,0.0004340885,0.00032789,0.00007587281,0.0003073758],"domain_scores_gemma":[0.9994338,0.00007874466,0.0002074052,0.0002442593,0.00002795907,0.000007898841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002023849,0.00008097616,0.7145869,0.0008176977,0.00005183333,0.00005861825,0.00004548672,0.01900532,0.000007345106,0.09639854,0.00584994,0.162895],"study_design_scores_gemma":[0.0005361647,0.000002788108,0.9584621,0.0001526442,0.0000228752,3.064922e-7,0.00107952,0.02797094,0.000001428594,0.00565636,0.005911218,0.0002036725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738072,0.0001677303,0.00006412892,0.001003969,0.0003819367,0.0004441844,0.000001817139,0.00003114228,0.02409796],"genre_scores_gemma":[0.9965874,0.002625862,0.00008076635,0.000300928,0.00005813437,0.00005192136,0.00001313632,0.00002464497,0.0002572031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2438752,"threshold_uncertainty_score":0.6316273,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395955907","doi":"10.54097/e7v4bw17","title":"Development Strategy of Night Tourism in Heilongjiang, China","year":2024,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Night-time city culture","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"China; Tourism; Geography; Business; Archaeology","authors":[{"name":"Linan Xian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008783109663583009,"gpt":0.225800831831008,"spread":0.217017722167425,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003859246,0.0001052262,0.0001944437,0.000272215,0.00006417997,0.0001092202,0.0001667296,0.00007200219,0.00003363162],"category_scores_gemma":[0.000003794701,0.0001072939,0.0000203628,0.0002976921,0.00008378998,0.0002277014,0.00008004486,0.00006589898,0.000003851017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236717,"about_ca_system_score_gemma":0.00008618461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007297751,"about_ca_topic_score_gemma":0.004803942,"domain_scores_codex":[0.9991657,0.00002375222,0.0002669581,0.000257756,0.00006728889,0.0002185166],"domain_scores_gemma":[0.9998015,0.000005047301,0.00004371013,0.00009562831,0.00001302413,0.00004106542],"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":[0.00003571482,0.0001926326,0.006657284,0.0008154014,0.0001986941,0.0001794174,0.02140017,0.001951525,0.000005473965,0.6143159,0.03262012,0.3216276],"study_design_scores_gemma":[0.0002899963,0.000003847151,0.1195732,0.0001364979,0.000009877528,2.999112e-7,0.004032913,0.0005434877,0.00001377881,0.004914843,0.8702815,0.0001997869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8514806,0.005342816,0.001122935,0.00542251,0.002839996,0.0009635038,0.000008968967,0.00005990432,0.1327587],"genre_scores_gemma":[0.9250047,0.0336179,0.02708425,0.0001197949,0.0001970698,0.00008665823,0.00002495515,0.00003488381,0.01382976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8376614,"threshold_uncertainty_score":0.437532,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3173137089","doi":"10.54097/fbem.v1i2.20","title":"COVID-19’s Impact on Chinese Tourism Industry","year":2021,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Tourism; Coronavirus disease 2019 (COVID-19); Accommodation; Business; Quarter (Canadian coin); 2019-20 coronavirus outbreak; Tourist attraction; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Marketing; Geography","authors":[{"name":"Shirley Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01912131107191807,"gpt":0.3163760190338438,"spread":0.2972547079619257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005361441,0.0001343045,0.0002132569,0.0002898974,0.0002439728,0.0002466269,0.0002561897,0.0001377244,0.0002855799],"category_scores_gemma":[0.0001774737,0.0001320657,0.00004694045,0.0003779556,0.0001538771,0.0002326858,0.0002401917,0.0001729476,0.00001226906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006239779,"about_ca_system_score_gemma":0.0003801553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002655807,"about_ca_topic_score_gemma":0.0007490261,"domain_scores_codex":[0.9989092,0.00007223753,0.0001592943,0.0003556404,0.0001364123,0.0003671917],"domain_scores_gemma":[0.99931,0.00003342394,0.00005666258,0.0002380521,0.00004019447,0.0003216943],"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":[0.0002407076,0.0005583168,0.1264717,0.0002348207,0.0004329096,0.003360732,0.002139017,0.01835035,8.658557e-7,0.1614015,0.6253797,0.06142937],"study_design_scores_gemma":[0.001388036,0.0000196404,0.1941197,0.0000286647,0.00001740489,0.000001661361,0.006321882,0.0006656763,0.000001962785,0.02043033,0.7766544,0.0003507194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6762603,0.0006630474,0.0004956718,0.07169957,0.002412751,0.0006831134,0.00002930268,0.00006065936,0.2476956],"genre_scores_gemma":[0.908277,0.05563129,0.004839211,0.005514372,0.0007732321,0.00007531064,0.00003745135,0.0000471923,0.02480498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2320167,"threshold_uncertainty_score":0.5385485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395955836","doi":"10.54097/xajfzq51","title":"Exploring the Association Between Corporate Financial Credit Risk Management and Corporate Value","year":2024,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Public Health Ontario","funders":"","keywords":"Business; Credit risk; Association (psychology); Value (mathematics); Accounting; Risk management; Finance; Computer science; Psychology","authors":[{"name":"Sipeng Qiu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04510169102463033,"gpt":0.1865824581903304,"spread":0.1414807671657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001393764,0.0002767515,0.0004784469,0.0005770008,0.0002504508,0.0004455482,0.0002423462,0.00007874351,0.000004512078],"category_scores_gemma":[0.00002150654,0.0002862899,0.00006933189,0.0005521058,0.00007568351,0.0006346917,0.0003043426,0.0001940669,0.00004893521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000360159,"about_ca_system_score_gemma":0.00001009723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002217224,"about_ca_topic_score_gemma":0.00004526892,"domain_scores_codex":[0.9980673,0.0000248328,0.0007050854,0.0007140488,0.00005242298,0.0004363068],"domain_scores_gemma":[0.9989997,0.0000274161,0.0005863879,0.0003084205,0.00002057993,0.00005745705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002012095,0.0000252045,0.1727221,0.0003289418,0.0003058895,0.00003097912,0.0002158341,0.001090549,2.867432e-8,0.7334895,0.004268374,0.08750252],"study_design_scores_gemma":[0.0004176614,0.00001433645,0.5703734,0.00005760171,0.00006622557,3.982029e-7,0.00009572563,0.004352639,7.294328e-7,0.09724057,0.3271126,0.0002680743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8882904,0.01327072,0.05459108,0.003746733,0.01203464,0.002225851,0.0004384598,0.0001532031,0.02524891],"genre_scores_gemma":[0.5985175,0.3921591,0.004910863,0.000297784,0.0005507505,0.0004593914,0.00005496573,0.0000702088,0.002979388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6362489,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387577132","doi":"10.54097/fbem.v11i2.12564","title":"Xiaomi Coporation Financial Analysis 2022","year":2023,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Financial ratio; Solvency; Business; Financial statement analysis; Financial analysis; Corporation; Profitability index; Finance; Shareholder; Cash flow; Financial statement; Market liquidity; Cash flow statement; Accounting; Corporate governance","authors":[{"name":"Yu Ping Lin","is_ca":false},{"name":"Dengwen Shi","is_ca":true},{"name":"He Xin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008705429073545589,"gpt":0.185226279606139,"spread":0.1765208505325934,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003838365,0.000163286,0.0002900853,0.001377787,0.0001320371,0.0002732775,0.0001985455,0.00006677042,0.00004175647],"category_scores_gemma":[0.00002018461,0.0001827974,0.00006998104,0.00195921,0.00004611499,0.0007959619,0.0003729686,0.00006138273,0.00006570133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005915196,"about_ca_system_score_gemma":0.000009880146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001299418,"about_ca_topic_score_gemma":0.0003156178,"domain_scores_codex":[0.9989796,0.000004841547,0.0002855935,0.0003721967,0.00007374232,0.0002840286],"domain_scores_gemma":[0.9995926,0.000005607478,0.0001405977,0.0002120418,0.00003641895,0.00001275294],"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":[0.0001560699,0.0001603463,0.1012853,0.0006331436,0.0006490809,0.00009775557,0.00009303213,0.01975863,0.000006063591,0.6061414,0.1985905,0.07242863],"study_design_scores_gemma":[0.0007681908,0.000003164511,0.3888083,0.00001475576,0.000257761,2.15703e-7,0.0002338126,0.06559222,0.000001525709,0.01653094,0.5274643,0.0003247333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477645,0.0008051926,0.01832077,0.009582366,0.006112517,0.001022373,0.0000272436,0.0002878982,0.01607716],"genre_scores_gemma":[0.9703252,0.02060726,0.001528937,0.002964512,0.001262699,0.0001748567,0.00119993,0.00005576642,0.00188079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5896105,"threshold_uncertainty_score":0.7454263,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4295009244","doi":"10.54097/fbem.v5i1.1520","title":"The Impact of COVID-19 on Tourism Industry","year":2022,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Tourism; Coronavirus disease 2019 (COVID-19); Business; Quarter (Canadian coin); Economic impact analysis; Order (exchange); Population; Quality (philosophy); Economic growth; Marketing; Geography; Economics; Finance; Environmental health","authors":[{"name":"Yiyang Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02449267166220048,"gpt":0.3101128819951275,"spread":0.2856202103329271,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001052284,0.00006702523,0.0001172807,0.0002040318,0.0006292209,0.00008571518,0.0004008862,0.00003798137,0.0000983553],"category_scores_gemma":[0.00005255183,0.00005892998,0.00003761003,0.0002382913,0.000208996,0.00008289523,0.0003654649,0.0001528789,0.000001140375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006447048,"about_ca_system_score_gemma":0.0001926666,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006961599,"about_ca_topic_score_gemma":0.000216248,"domain_scores_codex":[0.9992226,0.00009334176,0.0001362049,0.0001707716,0.0001352058,0.0002418269],"domain_scores_gemma":[0.9995872,0.00004610355,0.00008345614,0.0001760549,0.00001612295,0.00009110945],"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":[0.0003002938,0.0002330274,0.02020463,0.00004187014,0.0002460679,0.0001389354,0.002043442,0.0790039,2.186229e-7,0.2873651,0.5603526,0.05006997],"study_design_scores_gemma":[0.0007944612,0.00005824477,0.04244201,0.000005040187,0.000009088678,3.43476e-7,0.02497032,0.0009632631,5.417738e-7,0.01973274,0.9108745,0.0001494025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7453248,0.0007787382,0.0001848233,0.05128747,0.00221115,0.001419855,0.00005410316,0.00003177689,0.1987073],"genre_scores_gemma":[0.9719697,0.01877641,0.0003656953,0.0003005575,0.0001251762,0.0001061519,0.000005373083,0.00001547212,0.008335423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.350522,"threshold_uncertainty_score":0.9996511,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406642440","doi":"10.54097/xvn18c51","title":"The Positive Impact of Digital Financial Inclusion on Household Consumption","year":2025,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Financial inclusion; Consumption (sociology); Business; Inclusion (mineral); Economics; Agricultural economics; Financial services; Finance; Sociology; Social science","authors":[{"name":"W. Li","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008390762678792331,"gpt":0.2053810591313314,"spread":0.1969902964525391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001937338,0.00018574,0.0002339671,0.0004661508,0.000272729,0.0004041451,0.000242185,0.00005655068,0.000001416253],"category_scores_gemma":[0.00004842052,0.0001551208,0.00006900325,0.0003658867,0.0001438493,0.0008166507,0.000909716,0.00007144975,0.000004512332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883606,"about_ca_system_score_gemma":0.00002166585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001224204,"about_ca_topic_score_gemma":0.00004878837,"domain_scores_codex":[0.9990862,0.000003070016,0.0003230566,0.0002880747,0.00006389919,0.0002356903],"domain_scores_gemma":[0.9995025,0.00002598275,0.0002102989,0.0002016982,0.00005260452,0.000006895466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0007517635,0.0002356536,0.1823794,0.0004465068,0.0001423088,0.00001260192,0.00003100535,0.003912921,0.000005406464,0.6126558,0.02639745,0.1730292],"study_design_scores_gemma":[0.001164573,0.00002158217,0.8886462,0.0003204651,0.00003671544,4.25227e-7,0.00004772918,0.005332527,0.00001402564,0.0360035,0.06813505,0.0002772157],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657211,0.0004406716,0.003664113,0.001233188,0.001323332,0.0006646297,0.00003549777,0.00003796293,0.02687951],"genre_scores_gemma":[0.9966667,0.002348951,0.0001040598,0.0002842933,0.0000665532,0.00002628482,0.00002733782,0.00001591728,0.0004598777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7062668,"threshold_uncertainty_score":0.6325642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405140453","doi":"10.54097/51tzcd54","title":"The Contrarian Challenges Facing Behavioral Finance","year":2024,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"York University; Touro University California","keywords":"Contrarian; Behavioral economics; Business; Finance","authors":[{"name":"Jiaojiao Guo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02333270649738465,"gpt":0.1991750221860998,"spread":0.1758423156887151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006602068,0.0001949411,0.0003432402,0.0002793951,0.0001811694,0.0004946303,0.0002418492,0.00008141607,0.000008089796],"category_scores_gemma":[0.000006271847,0.0002013998,0.00006130449,0.0001417063,0.000103944,0.0003470443,0.0001338605,0.0001071246,0.00004063409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001821444,"about_ca_system_score_gemma":0.00001381628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009119529,"about_ca_topic_score_gemma":0.0002463457,"domain_scores_codex":[0.9985216,0.000008422856,0.0005345329,0.0005374894,0.00001284922,0.0003850567],"domain_scores_gemma":[0.9995077,0.00002664665,0.0001084405,0.0003071768,0.000008344722,0.00004171104],"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":[0.00001845813,0.00002637489,0.001634938,0.0001156094,0.00006306502,0.00001603274,0.0002395363,0.0004889671,7.787781e-8,0.7674253,0.002211616,0.22776],"study_design_scores_gemma":[0.0003594626,0.00001250398,0.01224756,0.00005239202,0.00001055668,0.00000323759,0.0003290772,0.03234516,7.792759e-7,0.06038747,0.893954,0.0002978038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.273728,0.2417678,0.0188336,0.03588131,0.02763404,0.002010521,0.0001536841,0.0002973152,0.3996937],"genre_scores_gemma":[0.4275699,0.5690843,0.001700356,0.000086393,0.00012717,0.00008648024,0.000008295062,0.00004175997,0.001295262],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8917424,"threshold_uncertainty_score":0.8212845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4311858058","doi":"10.54097/fbem.v6i3.3462","title":"Research on the Influence of Emoji in Advertising Slogans on Consumers' Purchase Intention","year":2022,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Earl Haig Secondary School","funders":"","keywords":"Emoji; Advertising; Product (mathematics); Business; Psychology; Marketing; Social media; Computer science; Mathematics; World Wide Web","authors":[{"name":"Yeting Shen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02539009666494207,"gpt":0.2644315842963481,"spread":0.239041487631406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008020597,0.00005652161,0.00009124067,0.0004266334,0.0001028581,0.00006879638,0.0006219415,0.00001121391,0.000003902163],"category_scores_gemma":[0.00001529485,0.00005214145,0.00001339518,0.0004383668,0.00007384891,0.0001609692,0.0007398919,0.0001280051,0.000001411261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001256253,"about_ca_system_score_gemma":0.0000142475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000136646,"about_ca_topic_score_gemma":0.00004901991,"domain_scores_codex":[0.9993147,0.00009571822,0.0001782549,0.0001901768,0.00008910918,0.00013206],"domain_scores_gemma":[0.999425,0.00004771678,0.00005534408,0.0004341368,0.00002193273,0.00001586427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005706931,0.0001825983,0.001709399,0.00003415059,0.0000152606,0.0000111108,0.0006137551,0.03970186,0.000003808542,0.8909875,0.0006019626,0.06608153],"study_design_scores_gemma":[0.00283978,0.0002824839,0.5179052,0.0003386795,0.000007761461,0.000004624691,0.016707,0.1208204,0.00008120608,0.03075556,0.3097114,0.0005458418],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695093,0.0001658276,0.002596074,0.005423708,0.0001729676,0.0003901458,0.000003708916,0.00001044453,0.02172783],"genre_scores_gemma":[0.997404,0.001060219,0.0008197669,0.0004690474,0.000001094349,0.00005532167,0.000002866447,0.000003845891,0.0001837826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8602319,"threshold_uncertainty_score":0.2126267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4308588650","doi":"10.54097/fbem.v6i1.2292","title":"Rising Role of China in the Asia-Pacific Interconnected Economies: Current Status and Future Opportunities","year":2022,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"China; Internationalization; Economy; Asia pacific; International trade; Flourishing; Position (finance); East Asia; Business; Geography; Development economics; Economics","authors":[{"name":"Shuya Pei","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02537097930542098,"gpt":0.1848926294524531,"spread":0.1595216501470321,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006003124,0.000201597,0.0004945906,0.0006125916,0.0001308476,0.0001074989,0.0002897709,0.00004305721,0.00005693355],"category_scores_gemma":[0.000004421119,0.000231352,0.00005071273,0.000205116,0.0000918711,0.0003061428,0.0002877041,0.0001684904,0.000001949987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002316825,"about_ca_system_score_gemma":0.00001725669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003325838,"about_ca_topic_score_gemma":0.00009274111,"domain_scores_codex":[0.9984337,0.00002975844,0.0007340121,0.0004390958,0.00001893727,0.000344515],"domain_scores_gemma":[0.9992989,0.00001522662,0.0003409525,0.0002882808,0.000007039289,0.00004961595],"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":[0.00009013202,0.0002040447,0.1230048,0.0002089059,0.0001074572,0.000006599448,0.003145211,0.002403215,1.798774e-7,0.8129687,0.001888496,0.05597234],"study_design_scores_gemma":[0.0008602134,0.00003153648,0.2097283,0.00001356937,0.000009929212,0.000004251027,0.02619536,0.004993254,5.85919e-7,0.04343363,0.7144637,0.0002656212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943898,0.0234868,0.00008924455,0.003690582,0.001850408,0.000588508,0.0002862061,0.00001214187,0.0260981],"genre_scores_gemma":[0.8775881,0.1213883,0.0005177711,0.0001288472,0.00007668279,0.0001170528,0.0000601234,0.0000232253,0.000099868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.769535,"threshold_uncertainty_score":0.943426,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309639074","doi":"10.54097/fbem.v6i2.2820","title":"Research on Business Model Innovation Based on Big Data Analysis","year":2022,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pace; Business model; Big data; Competition (biology); Business; Business transformation; Industrial organization; The Internet; Electronic business; New business development; Marketing; Computer science; Business relationship management","authors":[{"name":"Jiaqi Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2001825577207378,"gpt":0.3185123081265849,"spread":0.118329750405847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002186213,0.0002993979,0.0004239,0.006101639,0.0005994109,0.0005276852,0.001349407,0.00006787035,0.00007858033],"category_scores_gemma":[0.00005866202,0.0003217899,0.00003724078,0.01028855,0.0001237674,0.0008576344,0.002095814,0.0002968849,0.00002009588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002344781,"about_ca_system_score_gemma":0.00006297593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005272827,"about_ca_topic_score_gemma":0.0001944137,"domain_scores_codex":[0.997299,0.00003282669,0.0005601189,0.001164977,0.0004327598,0.000510319],"domain_scores_gemma":[0.9978948,0.00003732563,0.0002586452,0.001502742,0.0002906506,0.00001588992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000324752,0.0003951365,0.004852461,0.0002381965,0.0001420202,0.0000165043,0.000007711448,0.7767986,8.91146e-7,0.1093097,0.03720929,0.0707047],"study_design_scores_gemma":[0.0005212789,0.000007384898,0.02364384,0.00002917345,0.0001119512,2.091953e-7,0.0002093561,0.7146069,8.765751e-7,0.003701648,0.2568533,0.0003140939],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2092904,0.0005055271,0.6304321,0.04074668,0.01276959,0.004153891,0.0008499925,0.0003648617,0.100887],"genre_scores_gemma":[0.9840844,0.001386412,0.003341426,0.005443378,0.0006562091,0.0003514257,0.003601317,0.00008138598,0.001053992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.774794,"threshold_uncertainty_score":0.9999234,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387963372","doi":"10.54097/fbem.v11i3.12944","title":"The Application Progress of Apps in Chronic Disease Health Management","year":2023,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Popularity; Chronic disease; Mobile apps; Face (sociological concept); Disease; Population; China; Business; Distribution (mathematics); Computer science; Medicine; Internet privacy; Risk analysis (engineering); Intensive care medicine; Environmental health; Political science; World Wide Web; Sociology","authors":[{"name":"Chang Wei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01981092029489424,"gpt":0.3469245575001227,"spread":0.3271136372052285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001217634,0.0001324799,0.0002732609,0.0003855047,0.0004266961,0.00001052569,0.0002338928,0.00005028883,0.000002417195],"category_scores_gemma":[0.000005409704,0.0001192924,0.00002173749,0.0007203423,0.00009621722,0.00006202428,0.0002309136,0.0001317432,0.00001524044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006462503,"about_ca_system_score_gemma":0.0002543376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823614,"about_ca_topic_score_gemma":0.0007159297,"domain_scores_codex":[0.9979903,0.00009362129,0.0008433947,0.0003776708,0.00007687392,0.0006181783],"domain_scores_gemma":[0.998943,0.00004850694,0.0003380866,0.0004734114,0.00003105063,0.0001659225],"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":[0.0001022478,0.00006088565,0.05160188,0.004898631,0.00002175135,0.000002036372,0.000134535,0.001607817,4.381641e-8,0.2823666,0.0166587,0.6425449],"study_design_scores_gemma":[0.0008130822,0.000007790117,0.4143151,0.000165935,0.00000600907,2.944204e-8,0.0006687149,0.01197945,4.158473e-8,0.004296337,0.5676758,0.00007169673],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.2366038,0.0848006,0.07379045,0.4160971,0.01295107,0.1477022,0.0004095552,0.0009284408,0.02671674],"genre_scores_gemma":[0.1706519,0.7750374,0.002943974,0.001251743,0.0001667091,0.04789972,0.0002231894,0.0000572,0.001768175],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6902368,"threshold_uncertainty_score":0.4864605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387983376","doi":"10.54097/fbem.v11i3.12949","title":"Analysis of the Synergistic Effect of Rural Sustainable Development and Rural Revitalization Policy in Guangdong Province","year":2023,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Regional Development and Environment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"The King's University; Western University","funders":"","keywords":"China; Sustainable development; Economic growth; Position (finance); Business; Environmental planning; Rural area; Empirical research; Political science; Geography; Economics","authors":[{"name":"Jiewen Lei","is_ca":true},{"name":"Jiaxuan Lan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004809146818425375,"gpt":0.2105530846299377,"spread":0.2057439378115123,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005694616,0.00007100919,0.0002084876,0.0005042134,0.00008024418,0.00002104909,0.0001035122,0.00002717102,0.000001241625],"category_scores_gemma":[0.00002513243,0.00005930472,0.0000214911,0.0009853393,0.0001257046,0.00009930447,0.0001526946,0.00001639729,1.622652e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266924,"about_ca_system_score_gemma":0.0000486315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342737,"about_ca_topic_score_gemma":0.0008147072,"domain_scores_codex":[0.9993933,0.00004419812,0.0002242071,0.00009647017,0.00007612184,0.0001656875],"domain_scores_gemma":[0.9997754,0.0000192834,0.0001000867,0.00007719437,0.000009400285,0.00001861858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003800401,0.00002340834,0.8718672,0.0004932798,0.0002251562,0.000003843417,0.003269995,0.01992532,0.000001880609,0.08120271,0.0003060172,0.02264317],"study_design_scores_gemma":[0.0002498465,0.000004182574,0.9821154,0.00005554676,0.00005335304,2.220465e-8,0.004733174,0.001779607,0.000009681353,0.000422525,0.01049851,0.00007818182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973334,0.0001578041,0.0002122609,0.0008659036,0.00009076759,0.000386254,9.337706e-7,0.000003922693,0.0009487753],"genre_scores_gemma":[0.9886857,0.009517699,0.0001660974,0.00001573251,0.000008195239,0.00003275345,0.00001304883,0.000004323476,0.001556474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1102481,"threshold_uncertainty_score":0.2418376,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389567081","doi":"10.54097/fbem.v12i2.14890","title":"Comparative Study on The Trademark Renewal System Between China and Anglo-countries","year":2023,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","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":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Trademark; China; Business; European union; International trade; Political science; Law","authors":[{"name":"Chang Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03962473580293659,"gpt":0.2594971806203312,"spread":0.2198724448173946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008429227,0.0001111668,0.0002410498,0.000145187,0.0004466051,0.0001768523,0.0001785738,0.00003595415,0.000004194405],"category_scores_gemma":[0.00001234968,0.00008361137,0.00001424623,0.0002654618,0.0002195887,0.0001016288,0.0001122033,0.00005504607,0.000009352761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346759,"about_ca_system_score_gemma":0.00001683095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008279668,"about_ca_topic_score_gemma":0.000698741,"domain_scores_codex":[0.9991593,0.0001161605,0.0001797009,0.000249061,0.0000813757,0.0002143908],"domain_scores_gemma":[0.9997039,0.0000646019,0.00005496724,0.0001274056,0.00001543987,0.00003368724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002257571,0.0001481793,0.07928101,0.0002776085,0.0007014063,0.00003500582,0.1423826,0.0008466571,2.378523e-7,0.7036048,0.06406454,0.008432202],"study_design_scores_gemma":[0.001001834,0.0001105604,0.5046997,0.0001172893,0.00008615125,3.279186e-7,0.2285984,0.002882277,0.000004489021,0.004284258,0.2577937,0.0004209743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448037,0.0001184435,0.0001023191,0.006187771,0.0006811098,0.001207096,0.000009167817,0.00005190477,0.04683853],"genre_scores_gemma":[0.9968407,0.001872125,0.00006078287,0.00006818903,0.00009449605,0.00006088856,0.000002994148,0.000008390097,0.0009914887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6993206,"threshold_uncertainty_score":0.3434971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388013556","doi":"10.54097/fbem.v11i3.13186","title":"Influence of Interface Design Driven by Natural Language Processing on User Participation","year":2023,"lang":"en","type":"article","venue":"Frontiers in Business Economics and Management","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; User experience design; Human–computer interaction; User interface; User interface design; Promotion (chess); Interface (matter); Quality (philosophy); Design technology; Artificial intelligence; World Wide Web; Multimedia; Engineering","authors":[{"name":"Lin Luo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01091001649670563,"gpt":0.2640030645529491,"spread":0.2530930480562435,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003672117,0.00005738228,0.0001080882,0.0001012897,0.00007271783,0.00006154722,0.00009528205,0.00002922925,7.513872e-7],"category_scores_gemma":[0.00007809986,0.00006154522,0.000009929181,0.0002298427,0.00009506717,0.000186846,0.00004081114,0.0000301907,0.000001944309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000600056,"about_ca_system_score_gemma":0.00001702375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001437798,"about_ca_topic_score_gemma":0.00008151436,"domain_scores_codex":[0.9994829,0.00003993643,0.000132022,0.000133341,0.0000573986,0.0001543758],"domain_scores_gemma":[0.9997993,0.00003127599,0.00006874955,0.00005196588,0.0000218494,0.00002684588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002696771,0.0001961595,0.03980072,0.0004880724,0.0001001631,0.00001295835,0.04339742,0.1206797,0.00004487454,0.01227256,0.02685425,0.7558835],"study_design_scores_gemma":[0.002207909,0.00009904282,0.7240798,0.0009912926,0.00007463817,1.243173e-7,0.05509612,0.06325296,0.000262145,0.003233886,0.1496601,0.001042014],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952765,0.0001910655,0.0005271934,0.0007069045,0.0002887336,0.0002182527,0.000002603874,0.00002876999,0.002759975],"genre_scores_gemma":[0.9965033,0.001893927,0.000555577,0.00005266102,0.00001915905,0.00002427159,0.000004380933,0.000006335662,0.0009404132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7548414,"threshold_uncertainty_score":0.2509741,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}