{"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":"789f7184fc57","filters":{"venue":"Future Business Journal"}},"results":[{"id":"W3199764453","doi":"10.1186/s43093-021-00079-4","title":"Implementation of strategic cost management in manufacturing companies: overcoming costs stickiness and increasing corporate sustainability","year":2021,"lang":"en","type":"article","venue":"Future Business Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":66,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Profitability index; Business; Industrial organization; Competitive advantage; Cost accounting; Competition (biology); Sustainability; Quality (philosophy); Shareholder; Strategic management; Product (mathematics); Product cost management; Marketing; Cost engineering; Corporate governance; Finance","authors":[{"name":"Mohammad Mahdi Rounaghi","is_ca":false},{"name":"Hajer Jarrar","is_ca":false},{"name":"Léo‐Paul Dana","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03457847052442413,"gpt":0.2810934839256526,"spread":0.2465150134012285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003777616,0.0003719382,0.0001966773,0.001231012,0.001268747,0.0030414,0.000697322,0.0006287945,0.001180538],"category_scores_gemma":[0.006173978,0.0001632768,0.0002707829,0.0009938177,0.0008711374,0.00152629,0.001782817,0.0006812545,0.0001021721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004101452,"about_ca_system_score_gemma":0.006830974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004816628,"about_ca_topic_score_gemma":0.007137577,"domain_scores_codex":[0.9955127,0.002251345,0.0001690479,0.0001858151,0.001419783,0.0004613474],"domain_scores_gemma":[0.9957788,0.001142961,0.001012667,0.0003189091,0.001263533,0.0004831023],"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":[0.0001992971,0.001217898,0.06434272,0.0005369963,0.0001511136,0.0006213716,0.005238507,0.09012339,0.0123691,0.1975171,0.006829383,0.6208531],"study_design_scores_gemma":[0.0002468943,0.003664461,0.1357844,0.0007963177,0.0003067028,0.0008044596,0.02684001,0.5603659,0.03062347,0.1532351,0.08695665,0.0003755436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8593463,0.0005497427,0.07766191,0.005888759,0.000110666,0.0004005057,0.00003475978,0.0002172955,0.05579002],"genre_scores_gemma":[0.9903774,0.00005760254,0.008891045,0.00007010847,0.000005804361,0.00002133527,0.000007010336,0.000003796602,0.000565897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004816628,"threshold_uncertainty_score":0.02975827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410135279","doi":"10.1186/s43093-025-00530-w","title":"Exploring the drivers of environmental, social, and governance (ESG) disclosure in an emerging market context using a mixed methods approach","year":2025,"lang":"en","type":"article","venue":"Future Business Journal","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Corporate governance; Context (archaeology); Business; Environmental resource management; Industrial organization; Environmental economics; Environmental science; Economics; Finance; Geography","authors":[{"name":"Zahra Adardour","is_ca":false},{"name":"Slimane Ed‐Dafali","is_ca":false},{"name":"Muhammad Mohiuddin","is_ca":true},{"name":"Omar El Mortagi","is_ca":false},{"name":"Hicham Sbai","is_ca":false},{"name":"Brahim Bouzahir","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07082081198137187,"gpt":0.3089661854322904,"spread":0.2381453734509186,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01218569,0.0004528193,0.0004460166,0.003458276,0.002193748,0.002848549,0.0007858834,0.0006021082,0.00279883],"category_scores_gemma":[0.008627513,0.000283852,0.0006426108,0.002625859,0.001320008,0.001820645,0.002447723,0.0007285848,0.0001228016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002636261,"about_ca_system_score_gemma":0.00318324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009938717,"about_ca_topic_score_gemma":0.02226486,"domain_scores_codex":[0.9940953,0.004209998,0.0003433308,0.0003985427,0.0005041191,0.000448669],"domain_scores_gemma":[0.9856641,0.009534593,0.002410112,0.0005810201,0.001520139,0.0002899476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002222243,0.0007610353,0.6627353,0.002096346,0.000375462,0.001322425,0.2200566,0.001087911,0.002211764,0.01448399,0.001436927,0.09320994],"study_design_scores_gemma":[0.00002986257,0.0006953224,0.4223177,0.001308297,0.0002329425,0.0002684265,0.5467378,0.005562269,0.002050579,0.006600812,0.01412317,0.00007288887],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881071,0.0008234231,0.005833057,0.0005658717,0.00002527732,0.0007737548,0.0004709153,0.000007406576,0.003393188],"genre_scores_gemma":[0.9878221,0.0004562527,0.0091344,0.000191202,0.00001945548,0.001236888,0.000217991,0.000005227242,0.0009164958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01218569,"threshold_uncertainty_score":0.0644449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380990421","doi":"10.1186/s43093-023-00205-4","title":"Portfolio diversification benefits before and during the times of COVID-19: evidence from USA","year":2023,"lang":"en","type":"article","venue":"Future Business Journal","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","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":"Diversification (marketing strategy); Portfolio; Financial economics; Financial crisis; Economics; Coronavirus disease 2019 (COVID-19); Investment (military); China; Business; Monetary economics; Geography; Macroeconomics; Political science","authors":[{"name":"Eman Fathi Attia","is_ca":false},{"name":"Sharihan Mohamed Aly","is_ca":false},{"name":"Ahmed said ElRawas","is_ca":false},{"name":"Ebtehal Orabi Awad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0312919365292242,"gpt":0.2394407529822364,"spread":0.2081488164530121,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004849716,0.0001028502,0.0001481688,0.0005448267,0.0002183405,0.0007147013,0.0001363351,0.0002963064,0.000656758],"category_scores_gemma":[0.00240483,0.00005489121,0.0001178135,0.0008439646,0.0002699739,0.0003098879,0.0004101302,0.0004700712,0.0001093479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003126471,"about_ca_system_score_gemma":0.000313199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01742947,"about_ca_topic_score_gemma":0.0271152,"domain_scores_codex":[0.9998487,0.00003201485,0.00001129293,0.00002443113,0.00004603557,0.00003751106],"domain_scores_gemma":[0.9977142,0.000468656,0.0009375941,0.0001019472,0.000492028,0.0002856606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003885322,0.0001272464,0.9840775,0.00001724,0.00006887035,0.0002177899,0.000302704,0.0004093033,0.0004707536,0.000334211,0.001270058,0.01231587],"study_design_scores_gemma":[0.000007044538,0.00008620163,0.9973879,0.0000126951,0.00002795751,0.0000544402,0.0005906451,0.0005175285,0.000323158,0.00007934165,0.0009070495,0.000006018041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986291,0.000109482,0.00003164103,0.0001185278,0.000004299973,0.000001525444,0.000199655,0.000001068127,0.000904799],"genre_scores_gemma":[0.9992618,0.0001401075,0.00002208875,0.00004234656,0.000009145317,0.000001133797,0.0003869868,7.484879e-7,0.0001357039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01742947,"threshold_uncertainty_score":0.03465605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414086896","doi":"10.1186/s43093-025-00636-1","title":"Dynamic interdependence of major currencies and the US dollar: a wavelet coherence approach","year":2025,"lang":"en","type":"article","venue":"Future Business Journal","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","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":"Liberian dollar; Currency; Reserve currency; Interdependence; Us dollar; Coherence (philosophical gambling strategy); Pound (networking)","authors":[{"name":"Samuel Kwaku Agyei","is_ca":false},{"name":"Peterson Owusu","is_ca":false},{"name":"Anthony Adu‐Asare Idun","is_ca":false},{"name":"Patrick Kwashie Akorsu","is_ca":false},{"name":"Michael Provide Fumey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008679300623237119,"gpt":0.2119908959845804,"spread":0.2033115953613433,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009378109,0.0002592395,0.0002456281,0.002468503,0.0002838476,0.001561265,0.0002650602,0.0003817358,0.002420143],"category_scores_gemma":[0.005522865,0.0001783483,0.000367578,0.003417974,0.0004101676,0.001192945,0.0006944934,0.0005594696,0.0002323381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003124126,"about_ca_system_score_gemma":0.0003867971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00376008,"about_ca_topic_score_gemma":0.002339899,"domain_scores_codex":[0.9996803,0.0001140218,0.00002454215,0.0000599695,0.0000709861,0.0000501799],"domain_scores_gemma":[0.9985807,0.0008126086,0.0002652171,0.00009678075,0.0001896593,0.00005503484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007399876,0.0003902199,0.3794057,0.0002744456,0.0006461542,0.00169563,0.002757286,0.1151784,0.02353163,0.1382597,0.005924359,0.3311965],"study_design_scores_gemma":[0.0000314595,0.0001890155,0.3358375,0.00007517113,0.0001621425,0.00029833,0.001990328,0.6152457,0.002303917,0.03787072,0.005922851,0.00007284842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.902665,0.0003723017,0.08860536,0.0004895277,0.00003376214,0.00004404543,0.0004677324,0.00005856848,0.007263634],"genre_scores_gemma":[0.988281,0.0002750408,0.0102925,0.00002261251,0.00003044483,0.00002504567,0.0002511709,0.00001420187,0.0008080082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00376008,"threshold_uncertainty_score":0.008096218,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409343917","doi":"10.1186/s43093-025-00492-z","title":"Examining the impact of advertising, firm-generated content, and user-generated content on customers’ propensity to buy food online","year":2025,"lang":"en","type":"article","venue":"Future Business Journal","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Content (measure theory); Advertising; Business; User-generated content; Propensity score matching; Marketing; Computer science; World Wide Web; Social media; Mathematics; Statistics","authors":[{"name":"Sudharshini Vasan","is_ca":false},{"name":"Akshat Aditya Rao","is_ca":false},{"name":"Nimit Gupta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08632565691203944,"gpt":0.314442480222605,"spread":0.2281168233105656,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002272316,0.0001839632,0.0002112399,0.0008055181,0.0003540969,0.00174207,0.0002291199,0.0004491249,0.005276662],"category_scores_gemma":[0.01369943,0.0001464515,0.0005492506,0.0007931934,0.0002916847,0.0008189732,0.0004856563,0.0007615199,0.0004844585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004533389,"about_ca_system_score_gemma":0.0004525779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003172432,"about_ca_topic_score_gemma":0.004530333,"domain_scores_codex":[0.9984177,0.0007971113,0.0001354941,0.0001213411,0.0003938768,0.0001344719],"domain_scores_gemma":[0.9651926,0.023535,0.006419361,0.001136956,0.002102406,0.001613746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000198505,0.0005863711,0.9842377,0.0000558422,0.0001322736,0.00006857207,0.0007759823,0.0002517935,0.0006477743,0.0001579297,0.0001653411,0.01272183],"study_design_scores_gemma":[0.000007411794,0.0002708799,0.9957794,0.00001523365,0.00008133268,0.00005456976,0.001269944,0.001516471,0.0004184654,0.0001124664,0.0004609652,0.00001293776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982303,0.00005853274,0.0001111847,0.00006763155,0.000003047458,0.00001786154,0.0000845712,0.000003744282,0.00142305],"genre_scores_gemma":[0.9991792,0.00004956546,0.0002346883,0.00003626041,0.000007560588,0.00001259772,0.000102552,0.000002246995,0.000375415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005276662,"threshold_uncertainty_score":0.01765215,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}