{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"883eeca3f91a","filters":{"venue":"Journal of cultural marketing strategy."}},"results":[{"id":"W3041829775","doi":"10.69554/ftgy5757","title":"Nationalism vs globalism: Customer citizenship behaviour and foreign product purchase intention","year":2020,"lang":"en","type":"article","venue":"Journal of cultural marketing strategy.","topic":"Global Trade and Competitiveness","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Globalism; Nationalism; Citizenship; Product (mathematics); Business; Psychology; Political science; Globalization; Law; Mathematics","authors":[{"name":"Wootae Chun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0348022581187839,"gpt":0.25097302077356,"spread":0.2161707626547761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007326904,0.0001552259,0.0001526558,0.0003908577,0.0002634233,0.0009441939,0.0001439296,0.0003943387,0.002901258],"category_scores_gemma":[0.002363674,0.00009495056,0.0003712882,0.0003500384,0.0005012196,0.0004746413,0.0005664968,0.0005826809,0.0001547218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002992689,"about_ca_system_score_gemma":0.0003365241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003994491,"about_ca_topic_score_gemma":0.006503031,"domain_scores_codex":[0.9997537,0.0001064126,0.00001678898,0.00002864128,0.00005041133,0.00004409119],"domain_scores_gemma":[0.9966875,0.001363115,0.001136202,0.000126094,0.0001880558,0.0004989933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000534544,0.00009733206,0.9955751,0.000009970604,0.00004249516,0.00004558543,0.0008394161,0.00007042945,0.0002111354,0.0002054223,0.00004680793,0.002802995],"study_design_scores_gemma":[0.000002668809,0.00008109276,0.9967431,0.000009631533,0.00002786995,0.00006479234,0.002032694,0.0006418041,0.00009958536,0.0001193807,0.0001728205,0.000004612907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989375,0.00002959845,0.000037864,0.00004206921,0.000001307778,0.000002222801,0.000009028257,7.191803e-7,0.0009395821],"genre_scores_gemma":[0.9997438,0.00002046558,0.0000311818,0.00001095306,0.00000162665,0.000001704679,0.00001570257,4.418989e-7,0.0001741169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003994491,"threshold_uncertainty_score":0.009705663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2972651484","doi":"10.69554/vsux8674","title":"Moving beyond basic localisation: Culturally customising digital content","year":2015,"lang":"en","type":"article","venue":"Journal of cultural marketing strategy.","topic":"Management, Economics, and Public Policy","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 Northern British Columbia","funders":"","keywords":"Digital content; Content (measure theory); Business; Marketing; Knowledge management; Public relations; Sociology; Computer science; Multimedia; Political science","authors":[{"name":"Nitish Singh","is_ca":false},{"name":"Wootae Chun","is_ca":true},{"name":"Mamoun Benmamoun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05690973477275781,"gpt":0.2491256231063626,"spread":0.1922158883336048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004022575,0.0003984553,0.0002581846,0.001028226,0.001901786,0.009887237,0.001021301,0.001636912,0.005171493],"category_scores_gemma":[0.009847661,0.0002430094,0.0003640776,0.0009965568,0.01115634,0.0120928,0.007684197,0.002222589,0.001171323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570539,"about_ca_system_score_gemma":0.001898823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218515,"about_ca_topic_score_gemma":0.002803951,"domain_scores_codex":[0.9967564,0.002154954,0.0001432036,0.0002090194,0.000473259,0.0002631794],"domain_scores_gemma":[0.9937004,0.003009412,0.0004186701,0.001631237,0.0007895221,0.0004508464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001327252,0.0001270306,0.006947997,0.0009093509,0.00003027769,0.001533485,0.1571143,0.001807321,0.01493408,0.5215805,0.005196909,0.289686],"study_design_scores_gemma":[0.00003889811,0.0002273251,0.008443192,0.001731469,0.00006182941,0.002547355,0.1236287,0.002632474,0.01008695,0.3877321,0.4627331,0.0001366274],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2844404,0.00361584,0.1179067,0.02096188,0.0005450019,0.0002703576,0.00008151351,0.0004181706,0.5717602],"genre_scores_gemma":[0.9527994,0.001953631,0.02777669,0.00241317,0.0001672277,0.00007514739,0.00004691289,0.0002044074,0.0145634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009887237,"threshold_uncertainty_score":0.02127361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400983692","doi":"10.69554/vskl8682","title":"E-commerce localisation to African markets : Canadian multinational enterprise perspectives","year":2023,"lang":"en","type":"article","venue":"Journal of cultural marketing strategy.","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","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":"Multinational corporation; Business; The Internet; E-commerce; Marketing; Political science","authors":[{"name":"Wootae Chun","is_ca":false},{"name":"Emmanuel Ogwal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0276495676360849,"gpt":0.3126043249055619,"spread":0.2849547572694771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001844547,0.0003742863,0.0002423631,0.002880185,0.01402885,0.008828704,0.0006322977,0.001103675,0.007931418],"category_scores_gemma":[0.002776548,0.0001546976,0.0002706744,0.005453535,0.004113198,0.003714385,0.002353431,0.001743204,0.0002597051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.033634,"about_ca_system_score_gemma":0.03887518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9482436,"about_ca_topic_score_gemma":0.9749683,"domain_scores_codex":[0.9989832,0.0002673129,0.00002261381,0.00006475225,0.0002026854,0.0004593867],"domain_scores_gemma":[0.9983481,0.0004729691,0.000142232,0.00003914388,0.000630296,0.0003673239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001675877,0.000149003,0.04664126,0.0007622534,0.00003325122,0.005238933,0.3070162,0.0009091489,0.001598123,0.4945969,0.04033772,0.1025497],"study_design_scores_gemma":[0.00001041899,0.00003329392,0.03894211,0.0009226701,0.00003418627,0.0009108791,0.5443023,0.0009960268,0.0005262877,0.008716854,0.4045383,0.00006666412],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5110527,0.02034057,0.001162661,0.05335886,0.0003190588,0.00006318528,0.0004328664,0.00002810584,0.413242],"genre_scores_gemma":[0.9609935,0.01615711,0.001055357,0.002521775,0.00004606769,0.00002154396,0.00006452185,0.00001862036,0.01912151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05175644,"threshold_uncertainty_score":0.2440329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2972668604","doi":"10.69554/znlr8196","title":"Linking loyalty programmes to cross-cultural marketing strategy: Implications for US Hispanic consumers","year":2016,"lang":"en","type":"article","venue":"Journal of cultural marketing strategy.","topic":"Halal products and consumer behavior","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Marketing; Business; Loyalty; Cross-cultural; Advertising; Sociology; Anthropology","authors":[{"name":"Wootae Chun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05550891484536566,"gpt":0.3936756964713645,"spread":0.3381667816259988,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003319636,0.0002646185,0.000228433,0.0008024158,0.000955396,0.002259042,0.0004076365,0.0005813282,0.005321937],"category_scores_gemma":[0.009037853,0.0001626847,0.0006262193,0.001076201,0.0009738124,0.001588161,0.001710417,0.001359855,0.0001687604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009625205,"about_ca_system_score_gemma":0.001718122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02469513,"about_ca_topic_score_gemma":0.03014204,"domain_scores_codex":[0.9991147,0.000521997,0.00002930533,0.00007089406,0.0001072146,0.0001558802],"domain_scores_gemma":[0.9936925,0.003093173,0.001187996,0.0003089381,0.0008773892,0.0008399225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002352447,0.0007214507,0.9579731,0.0000800685,0.00021859,0.0001630515,0.009606621,0.0001180168,0.0003272069,0.002524581,0.0002801106,0.02775199],"study_design_scores_gemma":[0.00001226923,0.0002050542,0.9603825,0.0001315617,0.0001671715,0.00008326784,0.03572556,0.0004097231,0.00030751,0.001342325,0.001218656,0.0000144554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935532,0.0003746195,0.0001504648,0.0009936283,0.00001105032,0.00001801551,0.00003404149,0.00000167449,0.004863452],"genre_scores_gemma":[0.998584,0.0003843607,0.0001272619,0.000279613,0.00001380754,0.00001616797,0.0000331085,0.000002619491,0.0005590363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02469513,"threshold_uncertainty_score":0.04910278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400983859","doi":"10.69554/xttb5631","title":"Ethnic consumers and retail marketing strategy","year":2017,"lang":"en","type":"article","venue":"Journal of cultural marketing strategy.","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Ethnic group; Marketing; Business; Advertising; Sociology","authors":[{"name":"Wootae Chun","is_ca":true},{"name":"Woojong Sim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07273774703317357,"gpt":0.350654150019732,"spread":0.2779164029865584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191836,0.0001632687,0.0001099413,0.0004420284,0.001332522,0.003252961,0.0002270756,0.0008400248,0.01232941],"category_scores_gemma":[0.001616607,0.00009376861,0.0001214186,0.0004073537,0.00123116,0.001332544,0.0007191707,0.0007040369,0.0009535521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055867,"about_ca_system_score_gemma":0.0008339587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002719973,"about_ca_topic_score_gemma":0.004684256,"domain_scores_codex":[0.9995491,0.0002829419,0.00001114423,0.00002576806,0.00006497585,0.00006606911],"domain_scores_gemma":[0.9991261,0.0002996528,0.0001657142,0.00003394683,0.0001402066,0.0002344517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003945645,0.001649903,0.6104798,0.0002515212,0.0001330364,0.001850248,0.06602956,0.000586239,0.002045561,0.1684196,0.01486855,0.1332914],"study_design_scores_gemma":[0.00008928782,0.000454288,0.5591184,0.0004974863,0.000117418,0.001109862,0.2624616,0.002376325,0.001019788,0.05314147,0.1195294,0.00008464097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6765565,0.0006346093,0.0004297796,0.006383274,0.00004033466,0.00004137651,0.00003205258,0.000008722117,0.3158733],"genre_scores_gemma":[0.9907864,0.0002746837,0.0001493442,0.0008435492,0.00001514767,0.000008987098,0.0000119964,0.000005631238,0.007904282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01232941,"threshold_uncertainty_score":0.04124594,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7110316422","doi":"10.69554/mqaf4904","title":"Unpacking social media engagement: Exploring the role of message strategy and contextual dynamics","year":2025,"lang":"en","type":"article","venue":"Journal of cultural marketing strategy.","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Social media; Unpacking; Customer engagement; Typology; User engagement; Social media marketing; Customer relationship management; Dynamics (music); Product (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04126183952211647,"gpt":0.3078508496059301,"spread":0.2665890100838136,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003544795,0.000529873,0.0003691256,0.002448076,0.001093365,0.006728128,0.000551922,0.000670156,0.003441685],"category_scores_gemma":[0.0157093,0.0003000623,0.000395361,0.002164661,0.003114936,0.007625575,0.003706848,0.001278415,0.0003446409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303503,"about_ca_system_score_gemma":0.001143494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002350777,"about_ca_topic_score_gemma":0.003621534,"domain_scores_codex":[0.9972731,0.001623442,0.0001007648,0.0003510118,0.0004093438,0.0002422247],"domain_scores_gemma":[0.9812634,0.01496323,0.001944148,0.0006316327,0.0007819594,0.0004155927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005550859,0.0005502166,0.4415016,0.001124431,0.0003573686,0.0007762236,0.2649068,0.002138753,0.0110938,0.08553672,0.00110436,0.1903546],"study_design_scores_gemma":[0.00004796797,0.0006342203,0.6087087,0.0007902809,0.0003355006,0.0004291928,0.2592707,0.0195028,0.005265493,0.08097479,0.02388203,0.0001583335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414561,0.0006668143,0.02026267,0.001984051,0.00004718122,0.0001566788,0.0001941668,0.00004281143,0.03518972],"genre_scores_gemma":[0.9961613,0.0001503589,0.002976204,0.00007736087,0.0000205201,0.00005952708,0.00004500296,0.00001910216,0.0004905075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006728128,"threshold_uncertainty_score":0.01874685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}