{"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":"5573b49566cc","filters":{"venue":"International Journal of Business and Management Research"}},"results":[{"id":"W3125407739","doi":"10.37391/ijbmr.080301","title":"Reviewing Effectuation and Bricolage in the Context of Social Entrepreneurship Multisector Collaborations","year":2020,"lang":"en","type":"article","venue":"International Journal of Business and Management Research","topic":"Entrepreneurship Studies and Influences","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":"Carleton University; University of New Brunswick","funders":"","keywords":"Bricolage; Entrepreneurship; Originality; Context (archaeology); Sociology; Social entrepreneurship; Economics; Social science","authors":[{"name":"Michel Rod","is_ca":true},{"name":"Gemma Rod","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09394045517655805,"gpt":0.3401124572879693,"spread":0.2461720021114113,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001115016,0.00007382333,0.0001616003,0.000280338,0.0001099481,0.000276341,0.0002978943,0.00001983444,0.00002504965],"category_scores_gemma":[0.0004629606,0.00005204818,0.00003140182,0.0006673135,0.00009948794,0.0005594409,0.0002123118,0.000125866,0.000002499218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001538093,"about_ca_system_score_gemma":0.00001167748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001255178,"about_ca_topic_score_gemma":0.00006452991,"domain_scores_codex":[0.9987339,0.00006494901,0.0003391314,0.0001238618,0.0006218729,0.0001163115],"domain_scores_gemma":[0.9985859,0.0001643221,0.000233555,0.00004597555,0.0009608671,0.000009393829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009894208,0.0005456792,0.4851093,0.002982243,0.0005616168,0.0003559345,0.01124867,0.000224587,0.002469958,0.175346,0.0183888,0.3017777],"study_design_scores_gemma":[0.001916265,0.00005151116,0.9110829,0.0004394169,0.0000709208,0.000006290478,0.009823265,0.0005211762,0.00004727692,0.00081486,0.07508799,0.0001380894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540846,0.001414999,0.000156663,0.04182342,0.0002061417,0.0004330487,0.000003181819,0.000005196793,0.001872743],"genre_scores_gemma":[0.996224,0.002036604,0.00003369537,0.001197871,0.0004798855,0.00001095534,0.000003173117,0.000004785806,0.000008959266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4259736,"threshold_uncertainty_score":0.2664762,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3152082211","doi":"10.37391/ijbmr.090105","title":"Short or Long Review? - Text Analytics and Machine Learning Approaches to Online Reputation","year":2021,"lang":"en","type":"article","venue":"International Journal of Business and Management Research","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Reputation; Analytics; Computer science; Data science; The Internet; Online learning; World Wide Web; Sentiment analysis; Artificial intelligence; Machine learning; Sociology","authors":[{"name":"Xiangming Samuel Li","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3164033584635526,"gpt":0.4374838992796399,"spread":0.1210805408160873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002724303,0.00005546891,0.000139083,0.0002302919,0.0001729708,0.0003074765,0.0001788098,0.0000256337,0.00003841118],"category_scores_gemma":[0.002394794,0.00004509998,0.00002704844,0.0005447739,0.0001045466,0.000240477,0.0002045913,0.0001771598,0.00000125783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006937099,"about_ca_system_score_gemma":0.00009367796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001032463,"about_ca_topic_score_gemma":0.0005367919,"domain_scores_codex":[0.9982206,0.0002270165,0.0002479028,0.0001310993,0.001021848,0.0001515401],"domain_scores_gemma":[0.9984071,0.0002262173,0.00006860567,0.00004501466,0.001140022,0.00011306],"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":[0.0001280621,0.0001647013,0.01324086,0.0003448465,0.0001780917,0.0006361672,0.001177027,0.0001055568,0.000005284499,0.006278189,0.001556255,0.976185],"study_design_scores_gemma":[0.0009462655,0.0001805008,0.3950545,0.006102482,0.0001412246,0.0001214885,0.01905455,0.000900485,0.00001539159,0.002586661,0.5745208,0.0003755967],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6563454,0.02265259,0.008009652,0.2166163,0.001705375,0.001058535,0.00002289633,0.0000515582,0.09353767],"genre_scores_gemma":[0.9025981,0.08806542,0.0009554308,0.000279541,0.0004181791,0.000004264667,0.00001664309,0.000008184468,0.007654221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9758094,"threshold_uncertainty_score":0.2965003,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3125479306","doi":"10.37391/ijbmr.080201","title":"Improvement of the Production Quality of the Textile Industries in Madagascar by the Knowledge Engineering","year":2020,"lang":"en","type":"article","venue":"International Journal of Business and Management Research","topic":"Quality and Supply Management","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":"Université du Québec à Montréal","funders":"","keywords":"Business; Productivity; Competence (human resources); Quality (philosophy); Knowledge management; Textile industry; Human resources; Competitor analysis; Industrial organization; Production (economics); Human resource management; Quality management; Marketing; Management; Economics; Computer science; Economic growth","authors":[{"name":"Andriamananarivo Ignace Rakotozandry","is_ca":false},{"name":"Prosper Bernard","is_ca":true},{"name":"michel sica","is_ca":true},{"name":"Diamondra Razaivaovololoniaina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07594690806081675,"gpt":0.3265003419407854,"spread":0.2505534338799686,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002486521,0.00009733707,0.0001712189,0.0002100431,0.00009389351,0.0001292399,0.0009791178,0.0000300036,0.00003329998],"category_scores_gemma":[0.0005853084,0.00005251781,0.00007004466,0.001054268,0.000172277,0.0004145343,0.001097759,0.0002962876,0.000001521658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005047755,"about_ca_system_score_gemma":0.00003423337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004682094,"about_ca_topic_score_gemma":0.0001074392,"domain_scores_codex":[0.9979903,0.00006417141,0.0005909431,0.0001419706,0.00105453,0.0001581181],"domain_scores_gemma":[0.9984322,0.00008380134,0.0003911857,0.0001872656,0.0008953097,0.00001029313],"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":[0.001716821,0.002585781,0.1251728,0.009254029,0.002105369,0.00003000977,0.004013287,0.0174754,0.04152456,0.3115486,0.1868195,0.2977539],"study_design_scores_gemma":[0.001849843,0.00004897718,0.6646256,0.001059494,0.00008928716,0.000003365814,0.005907435,0.002436262,0.004247257,0.002294705,0.3171867,0.0002510255],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194281,0.0003606905,0.0003735652,0.07571472,0.0008970554,0.0006834124,0.000006006258,0.000005859319,0.002530632],"genre_scores_gemma":[0.9987388,0.000185212,0.0000123122,0.0002943596,0.0003724353,0.0000123679,0.000001485474,0.000007953614,0.0003751067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5394529,"threshold_uncertainty_score":0.2141614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4213379793","doi":"10.37391/ijbmr.090407","title":"A Phenomenological Study on Nurses' Perception of Compensation Received During Covid-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"International Journal of Business and Management Research","topic":"COVID-19 and Mental Health","field":"Psychology","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 Canada West","funders":"","keywords":"Pandemic; Perception; Coronavirus disease 2019 (COVID-19); Compensation (psychology); Work (physics); Incentive; Health care; Psychology; Mental health; Business; Interpretative phenomenological analysis; Nursing; Public relations; Qualitative research; Medicine; Political science; Social psychology; Economics; Sociology; Economic growth; Psychiatry; Engineering; Disease; Infectious disease (medical specialty)","authors":[{"name":"Dean Michael Aguon","is_ca":false},{"name":"Nam Phuong Le","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2924692277147317,"gpt":0.5346744213972291,"spread":0.2422051936824974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001206712,0.00007796733,0.0001732722,0.0005262968,0.0001072156,0.00004328989,0.0002334877,0.00004009232,0.0006890303],"category_scores_gemma":[0.0001407792,0.00006576702,0.00003893594,0.0002968709,0.00008399514,0.00008982691,0.000156398,0.0002293978,0.00001282665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005435892,"about_ca_system_score_gemma":0.000137642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000266527,"about_ca_topic_score_gemma":0.0000535362,"domain_scores_codex":[0.9980568,0.0003406918,0.0003955487,0.0002116774,0.0008221512,0.0001731158],"domain_scores_gemma":[0.9986349,0.0001879931,0.0001758271,0.0001299847,0.0007649394,0.000106386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01039776,0.01068955,0.7324722,0.0008034422,0.001547995,0.004245303,0.02918148,0.0006053163,0.01048826,0.02281835,0.001852977,0.1748973],"study_design_scores_gemma":[0.003240973,0.000403393,0.9559609,0.00009096236,0.00001895423,0.0001152999,0.03451163,0.00001313886,0.00001120894,0.000736732,0.004835671,0.00006110794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928191,0.0001106717,0.0005266424,0.002656254,0.0006917253,0.0002992006,0.000004726435,0.000007470175,0.002884233],"genre_scores_gemma":[0.997362,0.001027659,0.00006147777,0.000229975,0.0001652621,0.00001563941,0.000008382658,0.000006645791,0.001123008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2234887,"threshold_uncertainty_score":0.7544398,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4224003965","doi":"10.37391/ijbmr.100103","title":"Harmony Plus Future Leader Academy: A Leadership Program Co-Developed by Students","year":2022,"lang":"en","type":"article","venue":"International Journal of Business and Management Research","topic":"Youth Development and Social Support","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":"Harmony (color); Portfolio; Mathematics education; Pedagogy; Psychology","authors":[{"name":"Matthew Brown","is_ca":false},{"name":"Calla Buttke","is_ca":false},{"name":"W. Alan Doolittle","is_ca":false},{"name":"Zefan Feng","is_ca":false},{"name":"Nina Li","is_ca":false},{"name":"Allen Wang","is_ca":false},{"name":"Patrick Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2416044396057379,"gpt":0.4858899371490071,"spread":0.2442854975432692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003908553,0.00009557569,0.0001594723,0.0004303355,0.0008815337,0.0004189531,0.001165836,0.00005710319,0.0006934543],"category_scores_gemma":[0.00005810187,0.00009048045,0.00005046782,0.000620324,0.0002351717,0.000356101,0.0004497172,0.0005389223,0.00001009052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004827194,"about_ca_system_score_gemma":0.0003077168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001706908,"about_ca_topic_score_gemma":0.0000347045,"domain_scores_codex":[0.9949117,0.0003186967,0.0003298713,0.0001778443,0.003857926,0.0004039213],"domain_scores_gemma":[0.998931,0.00005365134,0.0001639403,0.00004467034,0.0006723358,0.0001343863],"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":[0.0006716722,0.0009287447,0.09227305,0.00009802133,0.001054299,0.0006953904,0.03221118,0.0000143739,0.0000373018,0.02000878,0.554291,0.2977162],"study_design_scores_gemma":[0.0008759964,0.00003810518,0.08069816,0.00002749074,0.00001139886,0.000005885448,0.03211168,0.00000264566,0.000004670857,0.0003181332,0.8857968,0.0001090147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6302035,0.002702043,0.000305276,0.30186,0.004044452,0.002287419,0.00003554815,0.0001030775,0.05845866],"genre_scores_gemma":[0.9617121,0.004352868,0.000302725,0.001003193,0.001009671,0.00009697981,0.00002557179,0.00001663417,0.03148022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3315087,"threshold_uncertainty_score":0.7592839,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}