{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"067ed4d23889","filters":{"venue":"International Journal of Business Ecosystem and Strategy (2687-2293)"}},"results":[{"id":"W4213324507","doi":"10.36096/ijbes.v4i1.307","title":"Financial Performance analysis of companies in the primary consumer goods sector before and during Covid-19","year":2022,"lang":"en","type":"article","venue":"International Journal of Business Ecosystem and Strategy (2687-2293)","topic":"Financial Analysis and Corporate Governance","field":"Business, Management and Accounting","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":"Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Solvency; Market liquidity; Wilcoxon signed-rank test; Profitability index; Business; Econometrics; Actuarial science; Statistics; Economics; Accounting; Finance; Mathematics; Medicine; Geography","authors":[{"name":"nabila rachma savitri","is_ca":false},{"name":"Siti Aisyah Hidayati","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01632255963889613,"gpt":0.2167327516743069,"spread":0.2004101920354108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007907245,0.000176589,0.0005434391,0.0007073382,0.0002579982,0.0002146635,0.0004793108,0.00004130255,0.00009732391],"category_scores_gemma":[0.00007406843,0.0001328375,0.0001395966,0.001223433,0.00006430546,0.0007442469,0.0001752134,0.0002026494,8.863396e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108173,"about_ca_system_score_gemma":0.0001803192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008796648,"about_ca_topic_score_gemma":0.003147658,"domain_scores_codex":[0.9981079,0.00004579303,0.0007956941,0.0001992541,0.0006851229,0.0001662675],"domain_scores_gemma":[0.9980749,0.00005636405,0.001288698,0.0001182826,0.0004434203,0.00001837473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005637959,0.0002314202,0.954105,0.0006132477,0.0006490042,0.0002486219,0.0004554735,0.03004306,0.0002370559,0.01043551,0.0002259504,0.002191831],"study_design_scores_gemma":[0.0009551744,0.00003203083,0.9868582,0.00007374639,0.0003104394,0.0001015139,0.0006272736,0.007296357,0.000004530249,0.0004243803,0.003165425,0.0001508536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978067,0.0006514903,0.0001114873,0.000584022,0.0003421035,0.0001013399,0.00007280816,0.000006543329,0.0003235052],"genre_scores_gemma":[0.9989327,0.0001858378,0.00001292747,0.0004362061,0.0003511131,0.00000986363,0.00003128579,0.000009288256,0.0000308051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03275325,"threshold_uncertainty_score":0.5416957,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401738191","doi":"10.36096/ijbes.v6i3.525","title":"A systematic literature review of management accounting research in small businesses","year":2024,"lang":"en","type":"article","venue":"International Journal of Business Ecosystem and Strategy (2687-2293)","topic":"Accounting and Organizational 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":"Science North","funders":"","keywords":"Management accounting; Accounting; Business; Emerging markets; Government (linguistics); Accounting research; Finance","authors":[{"name":"Banele Dlamini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02513732038420961,"gpt":0.2830463399481405,"spread":0.2579090195639309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003722677,0.0003046468,0.0007120061,0.002315174,0.00009807244,0.001488811,0.0008160464,0.0001074925,0.00007149713],"category_scores_gemma":[0.0003695285,0.0002397806,0.0001381867,0.002907723,0.00005002606,0.00190793,0.0003368013,0.0003576326,0.00004520319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001393897,"about_ca_system_score_gemma":0.0001107388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008267122,"about_ca_topic_score_gemma":0.00008015501,"domain_scores_codex":[0.9963371,0.0000783611,0.001711038,0.0003723706,0.001172836,0.0003282659],"domain_scores_gemma":[0.9943715,0.0002291756,0.0008499537,0.0002239245,0.004301027,0.00002445835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001013253,0.0002915484,0.004812806,0.8837559,0.0008313654,0.002488988,0.0001384103,0.0008014657,0.00008765099,0.09867217,0.003304666,0.004713756],"study_design_scores_gemma":[0.001149893,0.00002980882,0.01766751,0.9582046,0.0004160003,0.0006721192,0.001326664,0.005095996,0.0000183824,0.005320067,0.009530096,0.0005688613],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3996925,0.530093,0.005613882,0.01567282,0.01210893,0.003800562,0.00008066914,0.0002961413,0.03264157],"genre_scores_gemma":[0.9712127,0.02631054,0.0001680014,0.000384801,0.00162716,0.00002633024,0.00003740583,0.00005118463,0.0001818183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5715203,"threshold_uncertainty_score":0.9995477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412453760","doi":"10.36096/ijbes.v7i3.898","title":"Analysing the efficiency of computer-assisted audit tools and techniques within the Ekurhuleni Metropolitan Municipality","year":2025,"lang":"en","type":"article","venue":"International Journal of Business Ecosystem and Strategy (2687-2293)","topic":"Business and Economic Development","field":"Environmental 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":"Science North","funders":"","keywords":"Metropolitan area; Audit; Computer science; Database; Business; Geography; Accounting","authors":[{"name":"Pertunia Setati","is_ca":false},{"name":"Danie Schutte","is_ca":false},{"name":"Elsabé Kilian","is_ca":false},{"name":"Banele Dlamini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0175665967146329,"gpt":0.2516149857429337,"spread":0.2340483890283008,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232024,0.000161633,0.0003396285,0.0001310577,0.0001871998,0.0002575195,0.0005941601,0.00006058248,0.00006410936],"category_scores_gemma":[0.00005321572,0.00009265823,0.00007597633,0.0003134098,0.0002183423,0.0003664084,0.000251759,0.0001450914,0.000001826067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002432225,"about_ca_system_score_gemma":0.00009620756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008662795,"about_ca_topic_score_gemma":0.0005671325,"domain_scores_codex":[0.9983705,0.0001092223,0.0008582251,0.0001898013,0.0003250118,0.0001472136],"domain_scores_gemma":[0.9986662,0.0001676177,0.0007191227,0.0001824633,0.0002189553,0.00004562065],"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":[0.001105386,0.001749346,0.3629639,0.0009055976,0.004575253,0.000279379,0.004732725,0.03482002,0.01974767,0.08400112,0.003946278,0.4811733],"study_design_scores_gemma":[0.001042169,0.0001032758,0.968276,0.0007639839,0.000184442,0.0004951727,0.002909659,0.01809299,0.002416756,0.002264454,0.003110595,0.0003405227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885289,0.0002909508,0.005847462,0.001514018,0.0006143018,0.0001487717,0.00002268098,0.000009500827,0.003023427],"genre_scores_gemma":[0.9989606,0.0001316636,0.000624562,0.000118176,0.00008692042,0.000004406373,0.000003075313,0.000006239532,0.00006441079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.605312,"threshold_uncertainty_score":0.3778493,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408226156","doi":"10.36096/ijbes.v7i1.672","title":"Article-based thesis or thesis by monograph? Supervisors’ views on the route to completion of doctoral studies","year":2025,"lang":"en","type":"article","venue":"International Journal of Business Ecosystem and Strategy (2687-2293)","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","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":"Medical education; Psychology; Engineering ethics; Sociology; Medicine; Engineering","authors":[{"name":"Chris Schachtebeck","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3501414654511042,"gpt":0.5113213928260243,"spread":0.1611799273749201,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049811,0.0002021437,0.0005228982,0.0003655583,0.0003724656,0.00006118148,0.0004273326,0.0001028327,0.0002479447],"category_scores_gemma":[0.0003907273,0.0001171283,0.0001407794,0.0004449529,0.00006428439,0.0001934574,0.00005980527,0.0002579762,0.00001761316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001829948,"about_ca_system_score_gemma":0.0004325864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002127491,"about_ca_topic_score_gemma":0.0008986042,"domain_scores_codex":[0.9974471,0.0004910875,0.001161684,0.0001900689,0.0004689831,0.0002411078],"domain_scores_gemma":[0.9956626,0.001176753,0.0006129679,0.0002041785,0.002240274,0.0001032126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01215224,0.00666138,0.2521132,0.005347365,0.009669503,0.0001130612,0.04204796,0.01487914,0.009368057,0.2105452,0.3779158,0.05918709],"study_design_scores_gemma":[0.008430929,0.001487516,0.5887584,0.0150418,0.0007250663,0.00004504812,0.1530454,0.005586009,0.001448907,0.005231688,0.2190086,0.001190675],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584615,0.001621163,0.0009968386,0.035409,0.001886948,0.0004637653,0.0001602025,0.00001730497,0.0009832389],"genre_scores_gemma":[0.9970956,0.0008324712,0.0001142576,0.001128787,0.0002597927,0.00006244046,0.000009160155,0.0000129457,0.000484486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3366452,"threshold_uncertainty_score":0.4776353,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}