{"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":"6ce0a6421a89","filters":{"venue":"Science & Technology Development Journal - Economics - Law and Management"}},"results":[{"id":"W4206072896","doi":"10.32508/stdjelm.v5i3.804","title":"E-Court in resolving civil cases - Foreign experiences and recommendations for Vietnam","year":2021,"lang":"en","type":"article","venue":"Science & Technology Development Journal - Economics - Law and Management","topic":"Dispute Resolution and Class Actions","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":"Law; Context (archaeology); Business; Government (linguistics); Order (exchange); Procedural law; Settlement (finance); Political science; Finance","authors":[{"name":"Nguyễn Thị Hồng Nhung","is_ca":false},{"name":"Huynh Thi Nam Hai","is_ca":false},{"name":"Luu Minh Sang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02194092480282715,"gpt":0.2527174238922709,"spread":0.2307764990894438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005539699,0.0002858663,0.0002160674,0.0008379039,0.004360479,0.005961021,0.001411679,0.001949359,0.02328315],"category_scores_gemma":[0.006218823,0.000239669,0.0004314826,0.001449244,0.00211893,0.005523908,0.003311845,0.003041109,0.001964682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002735862,"about_ca_system_score_gemma":0.01041359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02323499,"about_ca_topic_score_gemma":0.04219395,"domain_scores_codex":[0.9976879,0.001320498,0.0001388598,0.0001197901,0.000263599,0.0004692537],"domain_scores_gemma":[0.9948656,0.001405485,0.0002120176,0.000163872,0.0008964969,0.002456568],"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":[0.0003344252,0.004010353,0.02285687,0.002575754,0.00004722342,0.02166742,0.1623037,0.001218338,0.001455261,0.05452983,0.2201821,0.5088186],"study_design_scores_gemma":[0.00008742925,0.0004126615,0.00860829,0.001728724,0.00002201161,0.005480031,0.3131176,0.0006288803,0.0007288089,0.008443573,0.6606718,0.00007025204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3843878,0.06017878,0.004639878,0.2569179,0.004501125,0.000894787,0.0007055575,0.000242221,0.287532],"genre_scores_gemma":[0.7578012,0.07194401,0.01432913,0.03147558,0.0007968296,0.0002998342,0.00118036,0.0002029927,0.12197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02328315,"threshold_uncertainty_score":0.07788992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2914741015","doi":"10.32508/stdjelm.v2i3.516","title":"Submission on improving acquisition of risk prevention and limit the bad debts of credit cards","year":2019,"lang":"en","type":"article","venue":"Science & Technology Development Journal - Economics - Law and Management","topic":"Insurance and Financial Risk Management","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":"Credit card; Debt; Settlement (finance); Credit reference; Credit card interest; Business; Credit history; Credit risk; Financial system; Finance; Actuarial science; Payment","authors":[{"name":"Dang Kien Cuong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008603011641196688,"gpt":0.2024594321581456,"spread":0.1938564205169489,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003652511,0.0002760413,0.0002962823,0.001156773,0.0009774086,0.002915646,0.0006954614,0.0008165221,0.01784227],"category_scores_gemma":[0.01334112,0.0001157175,0.0002354025,0.001074291,0.0007037534,0.002240019,0.001368307,0.0007245691,0.00139338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565201,"about_ca_system_score_gemma":0.007681139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080017,"about_ca_topic_score_gemma":0.008213981,"domain_scores_codex":[0.9980373,0.0007099413,0.0001409988,0.0001584066,0.0006946042,0.0002588348],"domain_scores_gemma":[0.9911465,0.002328033,0.001518346,0.0006637404,0.003364198,0.0009791835],"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":[0.0004181206,0.00172277,0.1380207,0.001461264,0.00009601661,0.000548486,0.002621546,0.00742133,0.004545782,0.2088087,0.07300575,0.5613295],"study_design_scores_gemma":[0.0002896797,0.00145493,0.3494975,0.002586829,0.0003402917,0.000777756,0.01156238,0.03683513,0.01231865,0.116776,0.4674203,0.0001405346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.563609,0.01291456,0.04006553,0.03898332,0.001471385,0.001172763,0.001878888,0.0004803737,0.3394241],"genre_scores_gemma":[0.9500203,0.004942492,0.009526395,0.001259175,0.0002712678,0.00009753645,0.0006012798,0.00002228151,0.03325928],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01784227,"threshold_uncertainty_score":0.05968833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391185532","doi":"10.32508/stdjelm.v7i4.1216","title":"Charity activities in Vietnam – Issues and recommendations","year":2023,"lang":"en","type":"article","venue":"Science & Technology Development Journal - Economics - Law and Management","topic":"Vietnamese History and Culture Studies","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":"Vietnamese; Government (linguistics); Decree; Context (archaeology); Political science; Value (mathematics); Human rights; Law; Public relations; Business","authors":[{"name":"Nhi Kieu Tran","is_ca":false},{"name":"Tram Tran Bao Ho","is_ca":false},{"name":"Hạ Nguyễn Quang Trần","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02146561802592411,"gpt":0.2983437799769194,"spread":0.2768781619509953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003549918,0.0006439675,0.0008064735,0.00246397,0.002510687,0.004545851,0.002357503,0.004762033,0.02250719],"category_scores_gemma":[0.009196308,0.0003578349,0.001040812,0.003102877,0.001061963,0.005827991,0.003061403,0.004044615,0.00239009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00605801,"about_ca_system_score_gemma":0.03861355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06603638,"about_ca_topic_score_gemma":0.123252,"domain_scores_codex":[0.997555,0.0009945534,0.0002466668,0.0001620647,0.0004174987,0.000624266],"domain_scores_gemma":[0.9835643,0.003997475,0.00106325,0.0001715397,0.006237037,0.00496647],"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":[0.0001924751,0.0009468563,0.03273812,0.02507676,0.0001385741,0.002373165,0.00457604,0.0004547008,0.0002167346,0.008099544,0.5189978,0.4061893],"study_design_scores_gemma":[0.00009490742,0.0004290517,0.05535159,0.07291268,0.0002675554,0.001504422,0.1305687,0.0005848418,0.0002238679,0.00700194,0.7309343,0.0001261715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0104882,0.2861126,0.0006548724,0.6681904,0.01373567,0.0006521317,0.001919877,0.0001076421,0.01813871],"genre_scores_gemma":[0.1079073,0.7344562,0.005674901,0.1129585,0.006823156,0.001761922,0.003366225,0.00006199846,0.02698973],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06603638,"threshold_uncertainty_score":0.131304,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388098543","doi":"10.32508/stdjelm.v7i1.1039","title":"Factors impact on purchasing behavior of protective and marine coatings in Viet Nam market","year":2023,"lang":"en","type":"article","venue":"Science & Technology Development Journal - Economics - Law and Management","topic":"Consumer Retail Behavior Studies","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":"AkzoNobel (Canada)","funders":"","keywords":"Purchasing; Business; Product (mathematics); Promotion (chess); Quality (philosophy); Marketing; Commerce","authors":[{"name":"Cong Thanh Tran","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02386714422996038,"gpt":0.2599937030315959,"spread":0.2361265588016355,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002989421,0.00009294381,0.0001067081,0.0003200843,0.0003355238,0.0007318559,0.00009732354,0.0001800011,0.003656325],"category_scores_gemma":[0.001066228,0.00008791868,0.0001667598,0.0004743725,0.0001524103,0.0002719313,0.0001314497,0.000224786,0.0002426226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004333526,"about_ca_system_score_gemma":0.0003764922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01519382,"about_ca_topic_score_gemma":0.01925619,"domain_scores_codex":[0.9998505,0.00004699846,0.00001111518,0.00001540191,0.00003503698,0.00004089228],"domain_scores_gemma":[0.9991604,0.0003008672,0.0002123483,0.00002642491,0.000104097,0.000195883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007672775,0.0001817718,0.9890137,0.00002337559,0.0000193443,0.0005875548,0.003891833,0.00008077868,0.0007999535,0.0002348908,0.0002828558,0.004807252],"study_design_scores_gemma":[0.000002008916,0.00007378342,0.9901688,0.0000103554,0.000007142273,0.000106465,0.008400163,0.0004544007,0.0001328288,0.00004649851,0.0005933772,0.000004235258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991251,0.00002929024,0.000007690534,0.00003677686,0.000001106837,0.000002214415,0.00002371424,3.306092e-7,0.000773805],"genre_scores_gemma":[0.9994847,0.00003899801,0.00001483573,0.00001349102,0.000001755644,0.000001552385,0.00003489453,4.892257e-7,0.000409291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01519382,"threshold_uncertainty_score":0.03021079,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388025966","doi":"10.32508/stdjelm.v7i1.1127","title":"COVID and work from home trends: Practices and recommendations in protecting employees","year":2023,"lang":"en","type":"article","venue":"Science & Technology Development Journal - Economics - Law and Management","topic":"COVID-19 Pandemic Impacts","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":"Work (physics); Quarter (Canadian coin); Context (archaeology); Business; Coronavirus disease 2019 (COVID-19); Pandemic; Right to work; Public relations; Political science; Medicine; Engineering; Disease","authors":[{"name":"Hạ Nguyễn Quang Trần","is_ca":false},{"name":"Dũng Duy Nguyễn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05753875986443908,"gpt":0.2958835712761469,"spread":0.2383448114117078,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01546198,0.0008279044,0.0009743,0.002758356,0.005967597,0.007569612,0.003697038,0.00597851,0.009168413],"category_scores_gemma":[0.04023505,0.000549993,0.001571025,0.002425136,0.00173395,0.007377228,0.006464378,0.006956189,0.002940056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0046124,"about_ca_system_score_gemma":0.04080312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04732965,"about_ca_topic_score_gemma":0.0700319,"domain_scores_codex":[0.9876017,0.006905368,0.00121597,0.0007158099,0.001824865,0.001736381],"domain_scores_gemma":[0.9623854,0.009683548,0.003031085,0.001211824,0.01151935,0.01216889],"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":[0.0001387571,0.0009499259,0.1001153,0.006255214,0.0001361905,0.001212959,0.03014243,0.0003673344,0.000568062,0.004566391,0.363036,0.4925114],"study_design_scores_gemma":[0.0001024816,0.0005172233,0.09736765,0.02768569,0.0002810218,0.000857532,0.2540746,0.001012299,0.0009378816,0.008249132,0.6085788,0.0003356539],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04019343,0.08229101,0.005686159,0.813458,0.01023209,0.001374743,0.001537985,0.0007408363,0.04448562],"genre_scores_gemma":[0.4371926,0.2267462,0.07162609,0.2046352,0.005996657,0.007658275,0.00338497,0.0004449335,0.0423151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04732965,"threshold_uncertainty_score":0.09410834,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}