{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"0bf31e6c3cc3","filters":{"venue":"Advances in Economics and Business"}},"results":[{"id":"W3093936704","doi":"10.13189/aeb.2020.080505","title":"The Causal Relationship between Unemployment and Inflation in G6 Countries","year":2020,"lang":"en","type":"article","venue":"Advances in Economics and Business","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Unemployment; Inflation (cosmology); Economics; Monetary economics; Macroeconomics; Physics","authors":[{"name":"Suna Korkmaz","is_ca":false},{"name":"Muzhgan Abdullazade","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03605003239345247,"gpt":0.2389791569050009,"spread":0.2029291245115484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000291576,0.0001140104,0.0002590022,0.00008566977,0.000113607,0.0001000166,0.00009576224,0.00006646138,0.000002472351],"category_scores_gemma":[0.0001138842,0.0001161376,0.00001471493,0.0001349655,0.0001253877,0.0006775479,0.0000643201,0.0001115785,0.00001868902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005876372,"about_ca_system_score_gemma":0.00001201932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008697862,"about_ca_topic_score_gemma":0.0004241123,"domain_scores_codex":[0.9989642,0.000008853147,0.0005408589,0.0002820567,0.000008405183,0.0001956336],"domain_scores_gemma":[0.9993867,0.0002682469,0.0001862127,0.00009847798,0.000007871503,0.00005247714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001370191,0.000003025702,0.7247173,0.00001932956,0.000002700086,2.864527e-7,0.0001845554,0.0005901493,3.935477e-8,0.2725359,0.000005350408,0.001927654],"study_design_scores_gemma":[0.0004547505,0.00001420455,0.7262455,0.000008672413,0.000001422517,6.567666e-7,0.00004979057,0.003554165,0.000001656104,0.2110523,0.05848078,0.0001361071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821202,0.005366303,0.0001149323,0.008024527,0.000135532,0.0001522637,0.00005351462,0.000008991406,0.004023809],"genre_scores_gemma":[0.9925629,0.006759543,0.00007270952,0.0004096219,0.0001397035,0.00001600526,0.0000120804,0.00001165989,0.00001580331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06148357,"threshold_uncertainty_score":0.4735952,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2769784405","doi":"10.13189/aeb.2017.051103","title":"Success Factors of Upgrade Programs of SMEs in a Changing Environment, Resources Dependency Perspective: The Case of Algeria","year":2017,"lang":"en","type":"article","venue":"Advances in Economics and Business","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; HEC Montréal; Université du Québec à Montréal","funders":"","keywords":"Dependency (UML); Upgrade; Perspective (graphical); Business; Operations management; Process management; Industrial organization; Marketing; Computer science; Engineering; Systems engineering","authors":[{"name":"Boudjemaa Amroune","is_ca":false},{"name":"Michel Plaisent","is_ca":true},{"name":"Taı̈eb Hafsi","is_ca":true},{"name":"Prosper Bernard","is_ca":false},{"name":"Cataldo Zuccaro","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02566002439939347,"gpt":0.2457883700598445,"spread":0.220128345660451,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003334079,0.000110869,0.0004137901,0.0003143046,0.00007280687,0.00002710513,0.0002875605,0.00008145118,0.00001235322],"category_scores_gemma":[0.0000804861,0.00009838738,0.00003738537,0.0001497789,0.0003873398,0.0004868454,0.0001398676,0.00008238259,4.603434e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004585332,"about_ca_system_score_gemma":0.000006998719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281421,"about_ca_topic_score_gemma":0.0007540057,"domain_scores_codex":[0.9989519,0.000005828822,0.0006209351,0.0002568131,0.000008350221,0.0001561896],"domain_scores_gemma":[0.9985493,0.0000486123,0.001049075,0.0003207805,0.00001995981,0.00001228743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001268458,0.00007186047,0.5557545,0.00004027275,0.00001123334,0.000003259354,0.0004458929,0.0002436537,0.000008644405,0.4297881,7.2543e-8,0.01361972],"study_design_scores_gemma":[0.001146597,0.00009614706,0.5494416,0.0000956708,0.000007873266,0.00002013938,0.005783358,0.003022343,0.0008916557,0.4374442,0.001702387,0.0003479847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940401,0.003053267,0.0001062789,0.0001995445,0.00008464951,0.0001768231,0.00004126034,0.000003388272,0.002294739],"genre_scores_gemma":[0.9934564,0.006252954,0.0002298549,0.000004877771,0.00001311089,0.00001449292,0.000002782523,0.000008375144,0.00001711945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01327174,"threshold_uncertainty_score":0.4012121,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016560892","doi":"10.13189/aeb.2020.080304","title":"Effects of Tourism Experience for Job Involvement and Well-Being","year":2020,"lang":"en","type":"article","venue":"Advances in Economics and Business","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Tourism; Well-being; Business; Job satisfaction; Marketing; Psychology; Social psychology; Geography","authors":[{"name":"Cheng-Jong Lee","is_ca":false},{"name":"Chieh-Heng Ko","is_ca":false},{"name":"Yan-Chen Huang","is_ca":false},{"name":"Yao-Hsu Tsai","is_ca":false},{"name":"Seng Keng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01023900041236017,"gpt":0.229787523761114,"spread":0.2195485233487538,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009207847,0.0001047906,0.000208567,0.00005857116,0.00005638653,0.00006454774,0.00009433641,0.0000311833,0.000004250069],"category_scores_gemma":[0.00003539444,0.0001053223,0.00001794397,0.0001393915,0.00005368107,0.001080887,0.000116608,0.00003500366,0.000001425758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006392352,"about_ca_system_score_gemma":0.000005760635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001495875,"about_ca_topic_score_gemma":0.0001776299,"domain_scores_codex":[0.9993876,0.000002627315,0.000222177,0.0002258079,0.00002838198,0.0001333634],"domain_scores_gemma":[0.9996824,0.00007088978,0.0001282063,0.00006301737,0.00004312554,0.00001239024],"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":[0.0007989022,0.0003213783,0.3187759,0.02484966,0.00007212653,0.00002008027,0.007167789,0.004124727,0.001347157,0.3101706,0.0001974683,0.3321542],"study_design_scores_gemma":[0.005966229,0.00007408297,0.1872582,0.0004812802,0.0001004785,0.000001739731,0.003863468,0.0508052,0.001894612,0.04973971,0.6986501,0.001164877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955916,0.001559325,0.0004578168,0.001097001,0.0001905142,0.0002461082,8.468332e-7,0.00001206451,0.000844738],"genre_scores_gemma":[0.9931731,0.003093651,0.00035141,0.003034678,0.0002908621,0.00003492845,0.00000372727,0.00001051279,0.000007163927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6984527,"threshold_uncertainty_score":0.4294917,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2616344744","doi":"10.13189/aeb.2017.050602","title":"Sports Outfitters' Marketing Strategies: A Comparative Exploratory Study in the U.S. and Canada","year":2017,"lang":"en","type":"article","venue":"Advances in Economics and Business","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","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":"Marketing; Sports marketing; Promotion (chess); Business; Product (mathematics); Service (business); Pricing strategies; Advertising; Sport management; Identification (biology); Market segmentation; Exploratory research; Marketing management; Public relations; Relationship marketing; Sociology; Political science","authors":[{"name":"Lise Héroux","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02138521045848084,"gpt":0.2563404820178269,"spread":0.2349552715593461,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006601038,0.0001398802,0.000219785,0.0000837433,0.0002749947,0.0006349586,0.0002191887,0.00001875503,0.000006425906],"category_scores_gemma":[0.00003407033,0.0001152703,0.000008245146,0.0000646621,0.00007828386,0.002307087,0.0001554803,0.00009783828,3.024187e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001991412,"about_ca_system_score_gemma":0.00006116818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1282068,"about_ca_topic_score_gemma":0.9199863,"domain_scores_codex":[0.9992865,0.00001644273,0.0002232788,0.0002473795,0.00005656665,0.0001698207],"domain_scores_gemma":[0.9994299,0.00009384664,0.0002059973,0.0002283314,0.00003516578,0.000006738785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004587845,0.00003387795,0.9708136,0.00004249072,0.000002904944,0.00003300743,0.0003844273,0.00008059911,7.033481e-7,0.000263521,0.00001250572,0.02828653],"study_design_scores_gemma":[0.0005000482,0.000001969851,0.965534,0.00004583111,0.00001204269,0.000001695872,0.01934717,0.0003989097,1.353862e-7,0.0003371388,0.01366102,0.0001600614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928849,0.0005633386,0.000002132874,0.0003262301,0.000283895,0.0002513283,0.000001396837,0.000004700426,0.005682123],"genre_scores_gemma":[0.9986699,0.0009304784,0.00001131786,0.000249896,0.00009766908,0.00002557819,0.000002223899,0.000007161954,0.000005832713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7917795,"threshold_uncertainty_score":0.8775985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2412151726","doi":"10.13189/aeb.2016.040603","title":"Economic Evaluation of Climate Change Impacts on Road Transportation in Atlantic Canada","year":2016,"lang":"en","type":"article","venue":"Advances in Economics and Business","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Climate change; Economic impact analysis; Environmental resource management; Natural resource economics; Geography; Business; Environmental science; Economics; Oceanography; Engineering; Civil engineering","authors":[{"name":"Yuri Yevdokimov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01783855254354059,"gpt":0.2817481503944118,"spread":0.2639095978508711,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003746161,0.0000549842,0.0001079205,0.00008005668,0.00003599882,0.000007532027,0.00004037278,0.0000324475,0.00001422011],"category_scores_gemma":[0.00002034906,0.00004879586,0.000007331634,0.00007413993,0.00003664866,0.0005045733,8.923065e-7,0.00001716134,5.600626e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001875617,"about_ca_system_score_gemma":0.000225896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2183219,"about_ca_topic_score_gemma":0.9759386,"domain_scores_codex":[0.9994516,0.00002803039,0.0002135243,0.0001264739,0.0000587293,0.0001216439],"domain_scores_gemma":[0.9997194,0.00004969587,0.0001210126,0.0000445337,0.00004164139,0.00002369081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008093878,0.00002047515,0.6504766,0.00002206371,0.000002354297,9.402804e-7,0.001458381,0.06032057,0.000002550699,0.01004636,0.00000154374,0.2775672],"study_design_scores_gemma":[0.0007078968,0.00001059948,0.9950542,0.0001207291,0.000006179351,7.404616e-8,0.0002833284,0.001377608,0.00001064251,0.0006023754,0.001738896,0.00008749939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977725,0.0002418077,0.00001397944,0.0004811338,0.000233376,0.0001558296,0.00004156093,0.000003860949,0.001055967],"genre_scores_gemma":[0.96971,0.03014342,0.00003344862,0.00003150411,0.0000327743,0.00001502401,0.00002757094,0.000004077687,0.000002199313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7576166,"threshold_uncertainty_score":0.7868834,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}