{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1399,"total_is_capped":false,"direct_labels_cover":6,"predictions_cover":1399,"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":"c5c029de2b46","filters":{"topic":"International Student and Expatriate Challenges"}},"results":[{"id":"W2032882307","doi":"10.1037/0021-9010.91.6.1225","title":"On the nature and importance of cultural tightness-looseness.","year":2006,"lang":"en","type":"article","venue":"Journal of Applied Psychology","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":1079,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Perspective (graphical); Psychology; Scope (computer science); Variance (accounting); Social psychology; Empirical research; Multilevel model; Cultural values; Sociology; Positive economics; Epistemology; Social science; Economics; Statistics; Computer science","authors":[{"name":"Michele J. Gelfand","is_ca":false},{"name":"Lisa H. Nishii","is_ca":false},{"name":"Jana L. Raver","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02154767614952649,"gpt":0.3587276760182056,"spread":0.3371799998686791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004436287,0.00005204863,0.0001203804,0.00003924023,0.0001018143,0.00001342273,0.0002008479,0.0001115224,0.0000992729],"category_scores_gemma":[0.000019961,0.00002990998,0.00004500293,0.00006681735,0.000173917,0.00003541086,0.000009650845,0.0002249564,0.000003243197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001550121,"about_ca_system_score_gemma":0.00001498292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002626502,"about_ca_topic_score_gemma":0.000152416,"domain_scores_codex":[0.999355,0.00003185492,0.0002069983,0.00006695766,0.0002454853,0.00009370044],"domain_scores_gemma":[0.9994023,0.0001337786,0.0002886893,0.00004883947,0.0001069061,0.00001941623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002135072,0.00008303845,0.001809099,0.000002585093,0.00003716315,0.000007215044,0.007563761,0.000008658953,0.0009773106,0.9755348,0.0131076,0.0006552753],"study_design_scores_gemma":[0.00240775,0.0003243322,0.12152,0.00004858203,0.00005278972,0.00003619837,0.04115977,0.000001951692,0.001635572,0.6727377,0.159795,0.0002803519],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8689282,0.0005080956,0.000004879186,0.007249482,0.0003606781,0.00004535275,8.991752e-7,0.000002448745,0.1229],"genre_scores_gemma":[0.9983304,0.0003744854,0.00004233595,0.0005615547,0.0005352024,8.210047e-7,4.889563e-7,0.00000295797,0.0001518141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3027971,"threshold_uncertainty_score":0.1219694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3032823759","doi":"10.1057/s41267-020-00335-9","title":"International HRM insights for navigating the COVID-19 pandemic: Implications for future research and practice","year":2020,"lang":"en","type":"editorial","venue":"Journal of International Business Studies","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":703,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; International business; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Organizational culture; Political science; Economics; Management; Public relations; Virology; Medicine; Outbreak","authors":[{"name":"Paula Caligiuri","is_ca":false},{"name":"Helen De Cieri","is_ca":false},{"name":"Dana Minbaeva","is_ca":false},{"name":"Alain Verbeke","is_ca":true},{"name":"Angelika Zimmermann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.252282406229004,"gpt":0.5392682230922932,"spread":0.2869858168632892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.004923072,0.0002495908,0.0004597421,0.0002331874,0.001722342,0.0004795305,0.001545149,0.0003434156,0.00001242114],"category_scores_gemma":[0.08782753,0.000176112,0.0002147573,0.0003036472,0.0005770823,0.0006573538,0.0003607133,0.001071251,0.000002095148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192681,"about_ca_system_score_gemma":0.001244805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002475886,"about_ca_topic_score_gemma":0.0007748207,"domain_scores_codex":[0.9961702,0.0002868826,0.0008545493,0.0003645274,0.002030286,0.000293582],"domain_scores_gemma":[0.9502413,0.02454118,0.001392787,0.0001109883,0.02356715,0.0001465413],"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":[0.000911754,0.0001008404,0.0002435572,0.0001143063,0.00172741,0.000005657199,0.05864178,0.00001494751,0.00001767571,0.01830486,0.9177607,0.002156535],"study_design_scores_gemma":[0.0009416607,0.0001025481,0.0001122091,0.0001717569,0.000104632,0.00001797092,0.097522,0.00000352775,8.363938e-7,0.01427687,0.8865892,0.0001567596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003249329,0.01290322,0.0007389105,0.4827442,0.5006353,0.0007543925,0.0003964457,0.00002446212,0.00147822],"genre_scores_gemma":[0.005474293,0.1352526,0.00140642,0.0009049407,0.8558207,0.0001925273,0.0001911145,0.00003918527,0.0007182471],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4818392,"threshold_uncertainty_score":0.9995773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1572414945","doi":"10.5796/electrochemistry.68.361","title":"Communicating Across Cultures","year":2000,"lang":"en","type":"article","venue":"Electrochemistry","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":678,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"E-One Moli Energy (Canada)","funders":"","keywords":"Computer science; Chemistry","authors":[{"name":"Alf M. Wilson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01668451029597827,"gpt":0.3693039209227947,"spread":0.3526194106268164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001825606,0.00005316203,0.00005416124,0.000002874023,0.0005833359,0.00005790583,0.0003598098,0.00006293697,0.00161542],"category_scores_gemma":[0.00003821319,0.00005271758,0.00004125966,0.0000581908,0.00007785557,0.00005280976,0.00001951246,0.0001283334,0.0001047717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006246572,"about_ca_system_score_gemma":0.0000214865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004204223,"about_ca_topic_score_gemma":0.0004199933,"domain_scores_codex":[0.9993485,0.00002516333,0.00007731387,0.00009536497,0.0002039646,0.0002497191],"domain_scores_gemma":[0.9997677,0.00003603307,0.00002316227,0.00009804181,0.0000338525,0.00004126867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001154641,0.0003035648,0.002656026,0.00002438891,0.0001568166,0.00001234694,0.6973971,0.00000968188,0.1658917,0.01218728,0.01494435,0.1063012],"study_design_scores_gemma":[0.0003981986,0.00002067033,0.0003669535,0.00003049701,0.000007138773,0.000003502136,0.06480306,0.000007426664,0.1064358,0.002084129,0.8255172,0.0003253475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6908968,0.0006029056,0.000001000868,0.001148433,0.00001605901,0.00002213692,0.000001016893,0.00005281807,0.3072588],"genre_scores_gemma":[0.9776044,0.001152292,0.00005701651,0.0001285924,0.0003869326,0.000004128262,0.00001040746,0.000004307959,0.02065191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8105729,"threshold_uncertainty_score":0.9992973,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2147751949","doi":"10.1177/1470595808091787","title":"Cultural Intelligence","year":2008,"lang":"en","type":"article","venue":"International Journal of Cross Cultural Management","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":503,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Conceptualization; Operationalization; Construct (python library); Cultural intelligence; Psychology; Epistemology; Sociology; Social psychology; Cognitive science; Knowledge management; Computer science; Artificial intelligence","authors":[{"name":"David C. Thomas","is_ca":true},{"name":"Efrat Elron","is_ca":false},{"name":"Günter K. Stahl","is_ca":false},{"name":"Bjørn Z. Ekelund","is_ca":false},{"name":"Elizabeth C. Ravlin","is_ca":false},{"name":"Jean‐Luc Cerdin","is_ca":false},{"name":"Steven Poelmans","is_ca":false},{"name":"Richard W. Brislin","is_ca":false},{"name":"Andre Pekerti","is_ca":false},{"name":"Zeynep Aycan","is_ca":false},{"name":"Martha L. Maznevski","is_ca":false},{"name":"Kevin Au","is_ca":false},{"name":"Mila Lazarova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08042851448956015,"gpt":0.4295972017938899,"spread":0.3491686873043298,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004092791,0.0001136425,0.0001367464,0.0001212318,0.0003464324,0.0003055318,0.001072552,0.00004808156,0.0004249149],"category_scores_gemma":[0.0001210437,0.00008539697,0.0002092331,0.0001022471,0.0003777359,0.001195258,0.000125645,0.0001487637,0.0001143239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924076,"about_ca_system_score_gemma":0.00003191213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000216432,"about_ca_topic_score_gemma":0.0000592798,"domain_scores_codex":[0.9977302,0.00005569942,0.0004580371,0.0001234413,0.001427353,0.0002053032],"domain_scores_gemma":[0.9976234,0.00004223084,0.0003246169,0.00005817656,0.001856509,0.00009504263],"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":[0.0008462786,0.0006862893,0.03242373,0.00002505137,0.002235335,0.002844837,0.2693002,0.001555443,0.0002541492,0.6145759,0.02458568,0.05066717],"study_design_scores_gemma":[0.001474075,0.0001547475,0.04564833,0.0001613201,0.00005006539,0.0002337037,0.1184757,0.00002610205,0.0009166625,0.009825042,0.8225337,0.0005004555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8868333,0.0004067944,0.000380264,0.004304306,0.003936513,0.0001075018,0.000003533893,0.00002771132,0.104],"genre_scores_gemma":[0.9838751,0.005981351,0.0006704023,0.0001926666,0.001533855,0.000002049511,0.000004342804,0.000005851391,0.00773436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7979481,"threshold_uncertainty_score":0.465252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2163038337","doi":"10.1177/1059601105275266","title":"Domain and Development of Cultural Intelligence","year":2005,"lang":"en","type":"article","venue":"Group & Organization Management","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":456,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Conceptualization; Cultural intelligence; Facet (psychology); Construct (python library); Psychology; Domain (mathematical analysis); Cognitive science; Cognition; Component (thermodynamics); Cognitive psychology; Key (lock); Domain specificity; Emotional intelligence; Knowledge management; Computer science; Epistemology; Social psychology; Artificial intelligence; Personality; Big Five personality traits","authors":[{"name":"David C. Thomas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0230186957593209,"gpt":0.2972515358490967,"spread":0.2742328400897758,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002367297,0.0000501615,0.00005254045,0.00004656225,0.0002217677,0.00003550583,0.0001239903,0.00002204133,0.0003140857],"category_scores_gemma":[0.000009609581,0.00004733843,0.000007451551,0.0001617364,0.00004605738,0.0001364467,0.00007897706,0.00001950764,0.00005635318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008336325,"about_ca_system_score_gemma":0.00000773885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003324595,"about_ca_topic_score_gemma":0.0003660801,"domain_scores_codex":[0.9993706,0.0000237484,0.0001531912,0.0001035858,0.0002560407,0.00009287917],"domain_scores_gemma":[0.9997759,0.000009578996,0.00005509814,0.00003828627,0.0000930712,0.00002807468],"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":[0.000005337287,0.00008482765,0.00408684,0.00002580921,0.00006085717,9.469223e-7,0.2829311,0.00003562912,0.00008478151,0.6242595,0.000335036,0.08808934],"study_design_scores_gemma":[0.0003303809,0.00002006251,0.02253716,0.00003421601,0.00001641686,2.949316e-7,0.3539933,0.00001054421,0.001465114,0.001864231,0.6194763,0.0002519864],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8992665,0.0002502784,0.07122094,0.00260667,0.0002097554,0.0003350112,8.91136e-7,0.00007733152,0.02603266],"genre_scores_gemma":[0.9816778,0.0005298064,0.01689642,0.00006742305,0.00009767366,0.000002025431,0.00001187962,0.000004750848,0.0007122245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6223953,"threshold_uncertainty_score":0.3439018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2030085055","doi":"10.1177/1028315302250177","title":"Intercultural Learning and Diversity in Higher Education","year":2003,"lang":"en","type":"article","venue":"Journal of Studies in International Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":314,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Internationalization; Diversity (politics); Context (archaeology); Intercultural communication; Value (mathematics); Meaning (existential); Intercultural competence; Sociology; Intercultural learning; Institution; Intercultural relations; Cultural diversity; Higher education; Pedagogy; International education; Public relations; Political science; Epistemology; Social science; Business","authors":[{"name":"Matthias Otten","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1412092511301,"gpt":0.4467138017080687,"spread":0.3055045505779687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007584009,0.00006269214,0.0001161117,0.0002840679,0.0001537482,0.00003317088,0.0001440336,0.00004091284,0.0001386625],"category_scores_gemma":[0.0008514348,0.00005763692,0.00003531995,0.0001259104,0.00009127252,0.0004067036,0.00006199381,0.0001906728,0.000002862772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006897624,"about_ca_system_score_gemma":0.0001973853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005050583,"about_ca_topic_score_gemma":0.000641566,"domain_scores_codex":[0.9990783,0.0001380186,0.0002773344,0.00008608505,0.0003284785,0.00009172728],"domain_scores_gemma":[0.9989666,0.0001249986,0.0002186129,0.00001894178,0.0006383848,0.00003249172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006710689,0.0005554093,0.4963002,0.00002356692,0.0001162745,0.00000443458,0.3641141,0.00003372599,0.00003552527,0.1254027,0.001645275,0.01170176],"study_design_scores_gemma":[0.0005743291,0.0000555708,0.1084365,0.0003902201,0.00001401749,0.00001298474,0.7436625,0.000002037618,0.0000199549,0.02245092,0.1242397,0.0001412492],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948052,0.004832141,0.000001438327,0.005067287,0.007586858,0.00006038744,1.615314e-7,0.000003187727,0.03439647],"genre_scores_gemma":[0.9871749,0.006523712,0.000185437,0.0001192034,0.0005145768,0.000003183637,9.158975e-7,0.000002815083,0.005475253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3878637,"threshold_uncertainty_score":0.2350365,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2171849595","doi":"10.1057/jibs.2014.67","title":"Cultural intelligence: A theory-based, short form measure","year":2015,"lang":"en","type":"article","venue":"Journal of International Business Studies","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":294,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; University of South Africa; University of New South Wales","keywords":"Construct validity; Psychology; Construct (python library); Cultural intelligence; Incremental validity; Emotional intelligence; Measure (data warehouse); Predictive validity; Social psychology; Scale (ratio); Personality; Test validity; Criterion validity; Cognitive psychology; Psychometrics; Computer science; Developmental psychology; Data mining","authors":[{"name":"David C. Thomas","is_ca":true},{"name":"Yuan Liao","is_ca":false},{"name":"Zeynep Aycan","is_ca":false},{"name":"Jean‐Luc Cerdin","is_ca":false},{"name":"Andre Pekerti","is_ca":false},{"name":"Elizabeth C. Ravlin","is_ca":false},{"name":"Günter K. Stahl","is_ca":false},{"name":"Mila Lazarova","is_ca":true},{"name":"Henry Fock","is_ca":false},{"name":"Denni Arli","is_ca":false},{"name":"Miriam Moeller","is_ca":false},{"name":"Tyler G. Okimoto","is_ca":false},{"name":"Fons van de Vijver","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1394546697085621,"gpt":0.4105681519821421,"spread":0.27111348227358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002127012,0.0001362151,0.0002531837,0.0002031196,0.0002148169,0.000116771,0.0006133125,0.00006322491,0.00007400669],"category_scores_gemma":[0.003111569,0.00009626502,0.0001517199,0.0002360202,0.0002618312,0.0006349945,0.00007984441,0.0001628369,0.00002376453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005167731,"about_ca_system_score_gemma":0.0002924223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001051307,"about_ca_topic_score_gemma":0.0003819064,"domain_scores_codex":[0.9975952,0.0001033873,0.000467823,0.0001123775,0.001535175,0.0001860188],"domain_scores_gemma":[0.9907216,0.0002377494,0.0002839875,0.00005598396,0.00859965,0.0001009668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003139094,0.00108766,0.04586808,0.00007955244,0.004681469,0.0003699261,0.4827021,0.003611839,0.0001379637,0.358186,0.04431407,0.05582218],"study_design_scores_gemma":[0.001439875,0.0002437683,0.006628186,0.0006636876,0.0001796527,0.00006695426,0.7160305,0.00008069604,0.0005304833,0.07606483,0.1974964,0.000574883],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.770712,0.02184467,0.01121539,0.07570335,0.02373471,0.0004159473,0.00002208584,0.0001008243,0.09625099],"genre_scores_gemma":[0.992777,0.00308047,0.000526116,0.0002261291,0.002286681,0.000003819528,0.000002945692,0.000008708495,0.001088158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2821212,"threshold_uncertainty_score":0.3925574,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249778484","doi":"10.1007/0-387-26238-5_12","title":"Acculturative Stress","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":280,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Psychology","authors":[{"name":"John W. Berry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1092804932639636,"gpt":0.3874914098335929,"spread":0.2782109165696293,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001931464,0.0001256127,0.0001282373,0.00005731942,0.0002353157,0.00005679832,0.0002465792,0.0002674153,0.009756315],"category_scores_gemma":[0.00001954227,0.0001025712,0.0001031455,0.000009562134,0.0001218504,0.00007380483,0.00004273783,0.0001615902,0.0008663562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425401,"about_ca_system_score_gemma":0.00004700579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009426037,"about_ca_topic_score_gemma":0.02154869,"domain_scores_codex":[0.9989895,0.00000854783,0.0001319674,0.0001616985,0.0005539906,0.0001542901],"domain_scores_gemma":[0.9995034,0.00008280027,0.00008624989,0.00005806821,0.0002094203,0.00006005026],"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":[0.000004701726,0.000004598558,0.000003064002,0.000001717941,0.0000436814,0.000007827784,0.02413343,9.008765e-8,2.065149e-7,0.9694211,0.003610293,0.002769242],"study_design_scores_gemma":[0.00005934885,0.00001129925,0.000008714655,0.00003315209,0.00001038975,9.99749e-8,0.01766162,1.038552e-7,0.00001178711,0.02145672,0.9605841,0.0001626412],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004821954,0.0003516481,0.000015782,0.0007836365,0.000514838,0.0001379349,0.00001618776,0.00006380321,0.998068],"genre_scores_gemma":[0.007044818,0.001921158,0.00004143431,0.0001260788,0.00155133,9.301966e-7,0.00002992824,0.00001139586,0.989273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9569739,"threshold_uncertainty_score":0.9999116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2062081157","doi":"10.1353/csd.2004.0021","title":"Social Skills Difficulty: Model of Culture Shock for International Graduate Students","year":2004,"lang":"en","type":"article","venue":"Journal of college student development","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":270,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Shock (circulatory); Path analysis (statistics); Graduate students; Psychology; Cultural influence; Social psychology; Higher education; Sociology; Pedagogy; Political science; Social science; Medicine","authors":[{"name":"Raquel Faria Chapdelaine","is_ca":true},{"name":"Louise R. Alexitch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05279484567614377,"gpt":0.3873523723384969,"spread":0.3345575266623531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001093645,0.000166854,0.0003526303,0.000178849,0.000457402,0.00007382299,0.001025324,0.0001001692,0.00001988622],"category_scores_gemma":[0.0001361778,0.0001387874,0.0002544264,0.000133013,0.00008189198,0.0002303497,0.00014101,0.000158667,0.000004060216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008250956,"about_ca_system_score_gemma":0.0005521688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002026908,"about_ca_topic_score_gemma":0.0002508579,"domain_scores_codex":[0.9961068,0.0000421402,0.0008504048,0.0001532854,0.002581628,0.0002657403],"domain_scores_gemma":[0.9972222,0.00004922037,0.0006833022,0.00004713353,0.001895646,0.0001024284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005955418,0.004528496,0.008647727,0.00004688752,0.002345604,0.00003424391,0.913516,0.002677031,0.0005810009,0.05370136,0.01124802,0.002078072],"study_design_scores_gemma":[0.03721236,0.001218072,0.175619,0.0009605609,0.0005031411,0.00002143734,0.5622172,0.00005918762,0.007757543,0.03702199,0.1753847,0.002024845],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914255,0.00008497658,0.001094193,0.003008336,0.001605231,0.0004385412,0.00003032627,0.00001200606,0.002300946],"genre_scores_gemma":[0.9918236,0.0004121674,0.004038575,0.00009925645,0.0008415946,0.00001558131,0.00000733553,0.0000131169,0.002748806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3512988,"threshold_uncertainty_score":0.5659584,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1989428085","doi":"10.1002/job.421","title":"Host country nationals as socializing agents: a social identity approach","year":2007,"lang":"en","type":"article","venue":"Journal of Organizational Behavior","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":264,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Expatriate; Situational ethics; Social identity theory; Outgroup; Identity (music); Social psychology; Categorization; Multinational corporation; Salience (neuroscience); Sociology; Affect (linguistics); Psychology; Public relations; Business; Political science; Social group; Law; Epistemology; Cognitive psychology","authors":[{"name":"Soo Min Toh","is_ca":true},{"name":"Angelo S. DeNisi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04645058523995634,"gpt":0.3914170591534461,"spread":0.3449664739134898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002097627,0.0001101469,0.0001850635,0.0002105469,0.0008941592,0.0001791231,0.0004296627,0.0001548383,0.001280062],"category_scores_gemma":[0.0005494989,0.0001125207,0.000122339,0.0005337503,0.0001371503,0.0008341292,0.00005133792,0.000205085,0.00004973931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005468816,"about_ca_system_score_gemma":0.0004617037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001998482,"about_ca_topic_score_gemma":0.0002087084,"domain_scores_codex":[0.9969917,0.00008856972,0.0005390338,0.0001214894,0.002018532,0.0002406778],"domain_scores_gemma":[0.9973498,0.0001158037,0.0005390116,0.00003583399,0.001847702,0.0001118608],"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":[0.0001050673,0.001424563,0.1196295,0.00001641743,0.0002352986,0.0001142697,0.09743472,0.000007507391,0.002094743,0.7718663,0.006546408,0.0005252057],"study_design_scores_gemma":[0.002386371,0.0001209238,0.7854424,0.00004651862,0.0003554992,0.0001101804,0.1499805,0.000003134472,0.0007002937,0.009896648,0.05029958,0.0006578746],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751245,0.000213055,0.001903059,0.001788617,0.001304012,0.000184305,0.0000203441,0.00002884074,0.0194332],"genre_scores_gemma":[0.9947006,0.0001323998,0.0005653776,0.0003478357,0.003322472,0.000001358767,0.0000302034,0.00001960532,0.000880116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7619696,"threshold_uncertainty_score":0.9996329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W95404201","doi":"10.1017/cbo9780511489891.008","title":"Culturelearning approach to acculturation","year":2006,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":257,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Acculturation; Sociology; Psychology; Geography; Computer science; Anthropology; Ethnic group","authors":[{"name":"Anne‐Marie Masgoret","is_ca":false},{"name":"Colleen Ward","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03925070180233552,"gpt":0.2522097979386361,"spread":0.2129590961363005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001392063,0.0002055245,0.0002015106,0.000106442,0.0006227524,0.0001094051,0.0004669514,0.0003346283,0.000005786297],"category_scores_gemma":[0.00001524286,0.000226622,0.0001527331,0.000009156868,0.0001079502,0.0001060456,0.0001515247,0.0002879078,0.00004301818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00039766,"about_ca_system_score_gemma":0.00006132918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00259773,"about_ca_topic_score_gemma":0.00007509592,"domain_scores_codex":[0.998751,0.0000479231,0.0001212639,0.0003533147,0.000500623,0.0002258563],"domain_scores_gemma":[0.9993178,0.00003030849,0.0001389879,0.000128605,0.0002639489,0.000120297],"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":[0.00002300467,0.000008393071,7.084808e-7,0.000009616065,0.00004609187,0.00001121161,0.004508972,0.00003097616,0.000007071488,0.9008094,0.09423006,0.0003144807],"study_design_scores_gemma":[0.0001640965,0.00001417615,0.0000111622,0.00003859598,0.0000518995,5.57853e-7,0.003249708,0.00000714533,0.00001557256,0.000008957099,0.9961578,0.0002803744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002371712,0.00007197745,0.0004327091,0.00008048691,0.0002351722,0.0004008896,0.00004029445,0.0001298392,0.9983715],"genre_scores_gemma":[0.009138314,0.0001198482,0.0001093758,0.00004555509,0.0007375102,7.037324e-7,0.0001208571,0.00001924812,0.9897086],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9019277,"threshold_uncertainty_score":0.9241376,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1988720118","doi":"10.1057/palgrave.jibs.8400273","title":"Revisiting repatriation concerns: organizational support versus career and contextual influences","year":2007,"lang":"en","type":"article","venue":"Journal of International Business Studies","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":245,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Repatriation; International business; Context (archaeology); Multinational corporation; Employee retention; Organizational culture; Public relations; Sociology; Management; Marketing; Political science; Business; Economics","authors":[{"name":"Mila Lazarova","is_ca":true},{"name":"Jean Luc Cerdin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08016972062383769,"gpt":0.3869836870006826,"spread":0.3068139663768449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001922114,0.0001139455,0.0002308305,0.0002175493,0.0003342434,0.0001013778,0.0002663088,0.00006362834,0.0001420623],"category_scores_gemma":[0.00450417,0.0000976578,0.00006333258,0.0002378208,0.0002315781,0.0006265757,0.00008954442,0.0001189822,0.000007531874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047192,"about_ca_system_score_gemma":0.0001584576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001603113,"about_ca_topic_score_gemma":0.0004336982,"domain_scores_codex":[0.9980001,0.00005200932,0.000610996,0.0001304553,0.00103343,0.0001730244],"domain_scores_gemma":[0.9930798,0.0007498862,0.000659026,0.00003850372,0.005410631,0.00006216367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002664456,0.00021281,0.5219735,0.0001179391,0.004186159,0.0002886042,0.2816454,0.0002046103,0.0007560615,0.1495788,0.005213983,0.03315767],"study_design_scores_gemma":[0.006178724,0.0002735687,0.3871351,0.0005558782,0.0002417323,0.00006120251,0.5013196,0.00001718177,0.0003130961,0.003751952,0.0995384,0.0006135562],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97145,0.004395923,0.0003513647,0.009525526,0.005284568,0.0001004871,0.000008865084,0.00002324224,0.008859986],"genre_scores_gemma":[0.9877383,0.007019433,0.0003324174,0.0001460721,0.004441287,7.519715e-7,0.000006649849,0.000008248658,0.0003069111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2196742,"threshold_uncertainty_score":0.5392238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2107805857","doi":"10.1080/0958519042000192942","title":"Nationality, social network and psychological well-being: expatriates in China","year":2004,"lang":"en","type":"article","venue":"The International Journal of Human Resource Management","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":237,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Expatriate; China; Nationality; Psychology; Social network (sociolinguistics); Demographic economics; Business; Social psychology; Economic geography; Political science; Geography; Immigration; Economics","authors":[{"name":"Xiaoyun Wang","is_ca":true},{"name":"Rabindra N. Kanungo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03629794528631859,"gpt":0.3612259332541596,"spread":0.3249279879678411,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001915849,0.000100648,0.0001408991,0.0001674953,0.0004221702,0.0001774898,0.0009190132,0.00005166402,0.0001388401],"category_scores_gemma":[0.00002657009,0.00007530072,0.0001064852,0.0001139532,0.0001806755,0.0001195806,0.0002105194,0.0002255321,0.000009445903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002666055,"about_ca_system_score_gemma":0.00001357891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002550566,"about_ca_topic_score_gemma":0.0004218981,"domain_scores_codex":[0.9979867,0.000145656,0.000415315,0.0001340788,0.001118134,0.000200082],"domain_scores_gemma":[0.9994136,0.00007913519,0.000285617,0.00005560495,0.0001237418,0.00004231471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001478183,0.0002559461,0.00261126,0.000004020535,0.0002130826,0.0001183799,0.04893716,0.0009747,0.000008343618,0.9429269,0.001762906,0.002039415],"study_design_scores_gemma":[0.003560311,0.0001910174,0.146657,0.0001449734,0.00004822173,0.00001903546,0.05614028,0.00000431341,0.0000139172,0.7334664,0.0595015,0.000253058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8850201,0.0001853416,0.00003475168,0.02802772,0.0003876125,0.0001318734,5.368946e-7,0.00001162789,0.08620045],"genre_scores_gemma":[0.9964148,0.0003470146,0.00008822883,0.0005136746,0.001939185,0.000003267592,0.000002865425,0.000007132694,0.0006838098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2094606,"threshold_uncertainty_score":0.3247034,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2026440671","doi":"10.1177/1470595809359580","title":"Bicultural Individuals in Organizations","year":2010,"lang":"en","type":"article","venue":"International Journal of Cross Cultural Management","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":233,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Workforce; Public relations; Biculturalism; Point (geometry); Sociology; Political science; Psychology","authors":[{"name":"Mary Yoko Brannen","is_ca":false},{"name":"David C. Thomas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02133978780906605,"gpt":0.3935457451193081,"spread":0.372205957310242,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005880994,0.00008920606,0.0001106723,0.0002017441,0.0001502766,0.0005164183,0.0008665013,0.00006230408,0.0006915973],"category_scores_gemma":[0.0002687107,0.0000686832,0.00008229802,0.0002226847,0.0001578582,0.0009513372,0.000107097,0.0002410562,0.00004842544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142687,"about_ca_system_score_gemma":0.00003510257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002483504,"about_ca_topic_score_gemma":0.001276346,"domain_scores_codex":[0.9982947,0.00004220157,0.0004136444,0.0001021829,0.0009769283,0.0001703041],"domain_scores_gemma":[0.9980175,0.00004172393,0.0002601352,0.00004993891,0.001563189,0.00006749465],"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":[0.00009603747,0.0004828471,0.2324189,0.000009889314,0.0005996682,0.0002900712,0.1073557,0.0004014918,0.001670179,0.6423573,0.004523839,0.009794162],"study_design_scores_gemma":[0.002658094,0.00005186404,0.4701563,0.00009584979,0.00003485784,0.00003454469,0.06434691,0.00001103116,0.0005826731,0.01131719,0.4503506,0.0003601987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507737,0.00004109712,0.00002150265,0.007024886,0.003606844,0.0001023066,0.000005014522,0.00001455146,0.03841007],"genre_scores_gemma":[0.995371,0.000389658,0.000642248,0.0001416635,0.001100905,0.000002217373,0.000009542457,0.000005756632,0.002336986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6310401,"threshold_uncertainty_score":0.7572505,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2994836125","doi":"10.21810/sfuer.v12i3.1036","title":"Internationalization in Higher Education, a Critical Review","year":2019,"lang":"en","type":"review","venue":"SFU Educational Review","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":228,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Internationalization; Competition (biology); Reputation; Internationalization of Higher Education; Political science; Higher education; Public relations; Business; Sociology; International trade","authors":[{"name":"Hans de Wit","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.249938169781192,"gpt":0.5353519211167357,"spread":0.2854137513355436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001595711,0.0004023451,0.001526773,0.0003088007,0.0001626422,0.0000837314,0.0009703396,0.0002443227,0.02328457],"category_scores_gemma":[0.002460027,0.0003682694,0.0005887689,0.0009359102,0.000129723,0.0003363616,0.00009382643,0.0004130252,0.003531341],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235511,"about_ca_system_score_gemma":0.006014368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002850262,"about_ca_topic_score_gemma":0.0001240752,"domain_scores_codex":[0.995755,0.0008367757,0.001302367,0.0006112634,0.001129264,0.0003653995],"domain_scores_gemma":[0.9969731,0.001160658,0.0005466446,0.0003628885,0.0008017673,0.0001549272],"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":[4.858052e-7,0.000252419,0.000007681761,0.1666512,0.00004400178,5.595571e-7,0.0002150215,2.472562e-8,1.257857e-9,0.4168926,0.1053645,0.3105715],"study_design_scores_gemma":[0.00002644443,0.000004611647,0.000008802838,0.3081994,0.0003275339,0.000003222342,0.00004284746,3.153768e-8,1.305024e-9,0.002229226,0.6889053,0.000252565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.887379e-8,0.8678589,0.000001043481,0.04654258,0.004153854,0.002007729,0.00002610128,0.0000244528,0.07938528],"genre_scores_gemma":[0.00000145182,0.942894,0.00007099425,0.005475502,0.002100085,0.0008589436,0.001066248,0.00004547791,0.0474873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5835408,"threshold_uncertainty_score":0.9998769,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2084747128","doi":"10.1287/orsc.13.6.636.495","title":"Building on the Past: Enacting Established Personal Identities in a New Work Setting","year":2002,"lang":"en","type":"article","venue":"Organization Science","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":226,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Marketing Science Institute","keywords":"Work (physics); Variety (cybernetics); Public relations; Function (biology); Identity (music); Personal identity; Qualitative research; Sociology; Knowledge management; Psychology; Social psychology; Computer science; Political science; Self; Engineering","authors":[{"name":"Janice M. Beyer","is_ca":true},{"name":"David R. Hannah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.036920207776077,"gpt":0.3029099905512174,"spread":0.2659897827751403,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001226472,0.00006236511,0.00005413919,0.0001484586,0.001187081,0.0005990951,0.0004851415,0.00002869356,0.001142007],"category_scores_gemma":[0.002322059,0.00005011548,0.00001467247,0.002295636,0.0001949751,0.0006881548,0.00007045595,0.0001043087,0.00009575779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002346115,"about_ca_system_score_gemma":0.0001014141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003563059,"about_ca_topic_score_gemma":0.0001874609,"domain_scores_codex":[0.9985036,0.00006235149,0.0001296036,0.0002003192,0.0008484374,0.0002557495],"domain_scores_gemma":[0.9993602,0.0002557227,0.00008126611,0.0000633333,0.0001851446,0.00005434106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003929177,0.00005590421,0.1510159,0.000003239855,0.000005326416,0.000005456097,0.6858871,0.0001309499,0.001240904,0.15029,0.004986242,0.006375049],"study_design_scores_gemma":[0.001256652,0.00008237406,0.1609519,0.0005006726,0.00002055811,0.000006976207,0.7949645,0.002302349,0.005805134,0.01036691,0.0225168,0.001225163],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669861,0.00004269074,0.0003236651,0.01509635,0.0004044174,0.00009902665,2.911085e-7,0.00004588302,0.01700162],"genre_scores_gemma":[0.996389,0.00005029347,0.0001977562,0.0002969366,0.000438413,8.184104e-7,3.415156e-7,0.000006232804,0.002620229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1399231,"threshold_uncertainty_score":0.9997711,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3123507663","doi":"10.1057/s41267-020-00389-9","title":"Unraveling the effects of cultural diversity in teams: A retrospective of research on multicultural work groups and an agenda for future research","year":2021,"lang":"en","type":"article","venue":"Journal of International Business Studies","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":224,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"Ivey Business School, Western University; Social Sciences and Humanities Research Council of Canada","keywords":"Multiculturalism; Diversity (politics); Work (physics); Cultural diversity; Sociology; International business; Organizational culture; Social science; Political science; Public relations; Management; Pedagogy; Anthropology; Economics; Engineering","authors":[{"name":"Günter K. Stahl","is_ca":false},{"name":"Martha L. Maznevski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1598668255870822,"gpt":0.4777086824725313,"spread":0.3178418568854491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002742121,0.00007260725,0.0002304886,0.0002188378,0.0005744786,0.00004642534,0.0003655998,0.00005412202,0.00000555261],"category_scores_gemma":[0.00530043,0.0000446106,0.00007486506,0.000543557,0.0004673969,0.0002660277,0.0003049356,0.0003161776,2.684266e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003670753,"about_ca_system_score_gemma":0.00008000465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005079481,"about_ca_topic_score_gemma":0.001813733,"domain_scores_codex":[0.9976563,0.0003750432,0.0002874066,0.0001320498,0.001377778,0.0001714357],"domain_scores_gemma":[0.9878131,0.001824607,0.0002085435,0.00005082752,0.01007707,0.00002591863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001445187,0.0006064131,0.1057676,0.0002436431,0.0008961152,0.00007548483,0.8577706,0.0001105139,0.001199055,0.0288345,0.001583121,0.001467709],"study_design_scores_gemma":[0.0008672031,0.0001779887,0.3571689,0.0006949414,0.00001439212,0.000002455814,0.6372449,0.000005001387,0.0006365227,0.002716924,0.0004148162,0.00005592336],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872493,0.003777563,0.000003308942,0.007210595,0.001261196,0.0001710361,0.000005970391,0.00000188679,0.0003191984],"genre_scores_gemma":[0.9873071,0.01111622,0.0001126403,0.0000183224,0.001268129,0.000004585296,0.000001797699,0.000003513457,0.0001676789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2514012,"threshold_uncertainty_score":0.6345492,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2022107489","doi":"10.1016/j.ijintrel.2005.11.010","title":"Multiple routes to cross-cultural adaptation for international students: Mapping the paths between self-construals, English language confidence, and adjustment","year":2006,"lang":"en","type":"article","venue":"International Journal of Intercultural Relations","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":217,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sociocultural evolution; Psychology; Collectivism; Social psychology; Construals; Adaptation (eye); Construal level theory; Structural equation modeling; Normative; Cross-cultural; Developmental psychology; Sociology; Individualism; Political science","authors":[{"name":"Ruby Pi‐Ju Yang","is_ca":true},{"name":"Kimberly A. Noels","is_ca":true},{"name":"Kristie Saumure","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03509745046432066,"gpt":0.3591940956542349,"spread":0.3240966451899142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008514657,0.0001703716,0.0001932745,0.0002145779,0.0003908141,0.0007036995,0.0009680622,0.0001009786,0.00007804323],"category_scores_gemma":[0.00200883,0.0001202155,0.000205756,0.0001270511,0.0001572572,0.001134405,0.000136242,0.0002291391,0.00001506929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000490631,"about_ca_system_score_gemma":0.00007560186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116899,"about_ca_topic_score_gemma":0.001194228,"domain_scores_codex":[0.9975568,0.0001076405,0.0007609419,0.0002001934,0.001152127,0.0002222678],"domain_scores_gemma":[0.9944753,0.0007752603,0.0005140255,0.00007090392,0.004065102,0.00009937373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003156979,0.0003815839,0.1506512,0.00001175262,0.002181426,0.000019981,0.7448016,0.001914497,0.000826094,0.06923651,0.009646629,0.0200131],"study_design_scores_gemma":[0.003773861,0.0002265086,0.2516402,0.0003785507,0.0001970777,0.00003447715,0.5873651,0.0006149425,0.0003922539,0.00429391,0.1505121,0.0005710219],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836148,0.0005231661,0.002614121,0.00619047,0.004365201,0.0004598982,0.0001229339,0.0000475139,0.00206189],"genre_scores_gemma":[0.9909173,0.0002520287,0.002171678,0.0001742156,0.005126174,0.00002730819,0.00009046138,0.00001144617,0.001229416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1574365,"threshold_uncertainty_score":0.6785791,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2014558297","doi":"10.1108/00483480510571879","title":"Cross‐cultural training to facilitate expatriate adjustment: it works!","year":2005,"lang":"en","type":"article","venue":"Personnel Review","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":216,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"","keywords":"Expatriate; Moderation; Originality; German; Sample (material); Psychology; Value (mathematics); Cross-cultural; Business; Social psychology; Sociology; Political science; History; Statistics; Mathematics; Law; Anthropology","authors":[{"name":"Marie‐France Waxin","is_ca":true},{"name":"Alexandra Panaccio","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1970732309530557,"gpt":0.4097551856032856,"spread":0.2126819546502299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001098204,0.000171221,0.0003044698,0.00004442235,0.0005080644,0.0001595902,0.0004196051,0.00006240892,0.00278734],"category_scores_gemma":[0.0004537078,0.0001432224,0.0002356901,0.000229569,0.00008198223,0.0005140846,0.00005534546,0.0001315088,0.00189989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002259315,"about_ca_system_score_gemma":0.00004940887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007304173,"about_ca_topic_score_gemma":0.001997266,"domain_scores_codex":[0.998171,0.0001451804,0.0003288489,0.000311305,0.0005808482,0.0004628681],"domain_scores_gemma":[0.9992888,0.00009463642,0.00009103872,0.0001237561,0.0001903234,0.0002114256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001736391,0.00003724809,0.00006098784,0.0001401885,0.00004698,0.000003600772,0.6954861,0.00002686135,0.000009303216,0.002341844,0.00909175,0.2927378],"study_design_scores_gemma":[0.000259887,0.00002482921,0.0001851449,0.00136522,0.00002835237,0.000001054129,0.1136065,0.000006832468,0.000002865273,0.00003670258,0.8842596,0.0002229721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3343441,0.4395517,0.00007495091,0.098494,0.001493752,0.001666559,0.00003774704,0.0002607689,0.1240765],"genre_scores_gemma":[0.612925,0.3596301,0.0006209944,0.007052417,0.002528329,0.00009583544,0.00001786611,0.00001817023,0.01711127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8751678,"threshold_uncertainty_score":0.9988772,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1969232950","doi":"10.1108/13620430710733640","title":"The darker side of an international academic career","year":2007,"lang":"en","type":"article","venue":"Career Development International","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":213,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Expatriate; Originality; Sociology; Value (mathematics); Career development; Promotion (chess); Public relations; Qualitative research; Pedagogy; Social science; Political science; Law","authors":[{"name":"Julia Richardson","is_ca":true},{"name":"Jelena Zikic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06363679468037514,"gpt":0.3568458423306586,"spread":0.2932090476502835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002315855,0.0001375529,0.0001116505,0.0001634895,0.0004490829,0.0001020952,0.001592756,0.0001344365,0.0003414527],"category_scores_gemma":[0.0003762754,0.0001139611,0.00008078065,0.000117802,0.0002170729,0.0004458617,0.000188255,0.000234637,0.00005782341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004981639,"about_ca_system_score_gemma":0.0002629767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003428498,"about_ca_topic_score_gemma":0.003191369,"domain_scores_codex":[0.9970768,0.00005604942,0.000530631,0.000248576,0.001744605,0.0003433103],"domain_scores_gemma":[0.9983152,0.0002876525,0.0002139451,0.0001340737,0.000927536,0.0001216565],"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":[0.0005846617,0.0002735766,0.1251795,0.00001070252,0.001205831,0.00005748976,0.2388876,0.00005430786,0.001335769,0.2894461,0.004954623,0.3380098],"study_design_scores_gemma":[0.0004845641,0.00001673448,0.105601,0.00003500632,0.000009018,0.000003495016,0.03816287,0.00003067586,0.003151892,0.001379081,0.8508871,0.0002384726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7932367,0.0002103159,0.0005554174,0.003318153,0.006456044,0.0001991048,0.00001684608,0.00006333768,0.1959441],"genre_scores_gemma":[0.990579,0.0003651275,0.0009785325,0.0002206115,0.00116638,0.00001214603,0.0001002484,0.00001473664,0.006563218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8459325,"threshold_uncertainty_score":0.46472,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2318514738","doi":"10.1037/a0035404","title":"Excluded and avoided: Racial microaggressions targeting Asian international students in Canada.","year":2014,"lang":"en","type":"article","venue":"Cultural Diversity & Ethnic Minority Psychology","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":188,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto; McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Ascription; Multiculturalism; Stress (linguistics); Qualitative research; Ethnic group; Racism; Coping (psychology); Cultural competence; Social psychology; Gender studies; Sociology; Clinical psychology; Pedagogy; Anthropology","authors":[{"name":"Sara Houshmand","is_ca":true},{"name":"Lisa B. Spanierman","is_ca":true},{"name":"Romin W. Tafarodi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05777316281301794,"gpt":0.3864409617723846,"spread":0.3286677989593667,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005926816,0.0001160447,0.000169882,0.00006664279,0.0006263675,0.00003838828,0.0006815098,0.0001256292,0.0003033845],"category_scores_gemma":[0.0002587968,0.0001122031,0.00004551003,0.0001036456,0.000164798,0.000186892,0.0004987207,0.0002721096,0.00002222028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003856723,"about_ca_system_score_gemma":0.00006758652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7040468,"about_ca_topic_score_gemma":0.9518946,"domain_scores_codex":[0.9983787,0.0002816504,0.0001899697,0.000313735,0.0005244309,0.0003115242],"domain_scores_gemma":[0.9994974,0.00008494616,0.0001046069,0.00007175123,0.0001205143,0.0001208398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001478467,0.0001447421,0.7849723,0.0000090585,0.00008396401,0.00003522249,0.1798987,0.000001738753,0.0004944191,0.002437033,0.0177291,0.01404588],"study_design_scores_gemma":[0.001264554,0.00002060627,0.8988712,0.00002761536,0.00001442041,0.000001768456,0.06364159,0.000007034645,0.00001645384,0.0005143183,0.03539819,0.0002221944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729089,0.0002582991,0.000004910507,0.008245113,0.00177997,0.0001199171,0.00001393176,0.00001861052,0.01665038],"genre_scores_gemma":[0.9966552,0.001028138,0.0000486849,0.0008934701,0.0004317065,0.000001977991,0.00002351543,0.000002667213,0.0009146525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2478478,"threshold_uncertainty_score":0.4817576,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2160954960","doi":"10.1108/00483480610670616","title":"Self‐directed expatriation: family matters","year":2006,"lang":"en","type":"article","venue":"Personnel Review","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":181,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Expatriate; Grounded theory; Originality; Value (mathematics); Spouse; Exploratory research; Sociology; Social psychology; Symbolic interactionism; Psychology; Sample (material); Qualitative research; Management; Public relations; Social science; Political science; Computer science; Economics; Law","authors":[{"name":"Julia Richardson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0301691418919128,"gpt":0.3178176173236085,"spread":0.2876484754316957,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005809167,0.0001070545,0.0001968824,0.00004059516,0.0003590242,0.00005503412,0.0002397363,0.00004963421,0.0006193446],"category_scores_gemma":[0.00005923499,0.00009843348,0.0001431391,0.0002199487,0.00003737774,0.0001475332,0.00002098495,0.00006981967,0.000582831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001446764,"about_ca_system_score_gemma":0.00004772519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003377515,"about_ca_topic_score_gemma":0.0006054338,"domain_scores_codex":[0.9987183,0.0001536232,0.000222751,0.0001897104,0.000481582,0.0002340009],"domain_scores_gemma":[0.9995376,0.00007724083,0.0001041952,0.00009546502,0.0001345717,0.00005086177],"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":[0.00002623178,0.0005412301,0.002098094,0.002740332,0.0002217622,0.00007080406,0.1714744,0.000004503173,0.00009681323,0.06212737,0.7425073,0.01809118],"study_design_scores_gemma":[0.0002064963,0.00001078202,0.0007327072,0.0004727312,0.00005098699,0.000001106855,0.01242033,0.00002031992,0.00000341488,0.0002990944,0.98559,0.0001920731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08290811,0.5302943,0.00006372741,0.09257673,0.002125984,0.001715031,0.00001946631,0.001904765,0.2883919],"genre_scores_gemma":[0.3680486,0.603798,0.002225262,0.0118073,0.004492384,0.0001131207,0.00008088566,0.00004504059,0.009389333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2851405,"threshold_uncertainty_score":0.7491308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2806477900","doi":"10.5539/ies.v11n6p22","title":"Review of the Literature on Stress and Wellbeing of International Students in English-Speaking Countries","year":2018,"lang":"en","type":"article","venue":"International Education Studies","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":172,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Stressor; Ethnic group; Mental health; Psychology; Context (archaeology); Stress (linguistics); Clinical psychology; Medical education; Applied psychology; Sociology; Medicine; Psychiatry; Geography","authors":[{"name":"Eman S. Alharbi","is_ca":false},{"name":"Andrew Smith","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03407089417779143,"gpt":0.4238749697977603,"spread":0.3898040756199689,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005849657,0.00008914157,0.0001559833,0.0001525741,0.0001261481,0.00004363029,0.0005428895,0.00003820464,0.00006742068],"category_scores_gemma":[0.001854103,0.00006741749,0.00005261531,0.0001806797,0.0003370233,0.0002013887,0.000167648,0.0000925901,0.000002623296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562945,"about_ca_system_score_gemma":0.00009765223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003306633,"about_ca_topic_score_gemma":0.0008914964,"domain_scores_codex":[0.9985413,0.00009023125,0.0003431879,0.0001580724,0.0007758708,0.00009131576],"domain_scores_gemma":[0.9961433,0.0002120329,0.0002808212,0.00008930378,0.003256992,0.00001758499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008386614,0.0004659516,0.4154233,0.0007686154,0.0004178169,6.428717e-7,0.5069069,0.000003249683,0.00002046242,0.06868728,0.003754938,0.003467016],"study_design_scores_gemma":[0.0009664825,0.0001076319,0.2277454,0.06626165,0.00005697005,0.000001478608,0.2148049,0.000004827004,0.001461004,0.003892535,0.4843432,0.0003538484],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218585,0.0359298,0.00000134764,0.009261068,0.01012456,0.0002559695,0.00003441956,0.00001269236,0.02252158],"genre_scores_gemma":[0.907497,0.09012346,0.00003944603,0.000778985,0.0008290315,0.00001505728,0.000007349936,0.000004532301,0.0007051633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4805883,"threshold_uncertainty_score":0.2749206,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2112577794","doi":"10.1080/13562517.2010.546524","title":"Internationalisation of higher education: integrating international students into Canadian academic environment","year":2011,"lang":"en","type":"article","venue":"Teaching in Higher Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":170,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Internationalization; Globalization; Alienation; Higher education; International education; Study abroad; Pace; Sociology; Pedagogy; Adaptation (eye); Public relations; Political science; Psychology; Business","authors":[{"name":"Shibao Guo","is_ca":true},{"name":"Mackie Chase","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07273114198687916,"gpt":0.3890685107448453,"spread":0.3163373687579661,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009930471,0.000146356,0.0001352127,0.0005128152,0.0002337183,0.00005338713,0.0008036182,0.0001635513,0.003535114],"category_scores_gemma":[0.00007815213,0.0001600029,0.00005746648,0.0001236425,0.00009465422,0.0005303882,0.00006824257,0.0003997652,0.00006355793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746004,"about_ca_system_score_gemma":0.0006118636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3334911,"about_ca_topic_score_gemma":0.05263234,"domain_scores_codex":[0.9980759,0.0002279303,0.0004766684,0.0002797501,0.0007172609,0.0002224926],"domain_scores_gemma":[0.9992741,0.00007071079,0.0002662562,0.0001432017,0.0001132425,0.0001325226],"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":[0.00001670351,0.0004727283,0.3732527,0.000009440317,0.00003898895,4.257546e-7,0.1617004,0.000006621713,0.00006893116,0.4542899,0.001229301,0.00891391],"study_design_scores_gemma":[0.0002986943,0.00003149085,0.708774,0.0002215694,0.00002071047,5.923329e-7,0.03425876,0.000006392475,0.00005516949,0.03066952,0.2253693,0.0002937792],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7860462,0.00040851,0.00001144177,0.00594579,0.006946131,0.0002946427,0.000004095895,0.00003337039,0.2003098],"genre_scores_gemma":[0.9780324,0.0001595141,0.001062452,0.0004414199,0.001259484,0.00007208126,0.000104621,0.00001706752,0.01885095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4236204,"threshold_uncertainty_score":0.9973758,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W36402610","doi":"10.1016/j.surg.2022.10.008","title":"Global Learning through Short-Term Study Abroad","year":2009,"lang":"en","type":"article","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":170,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Wakayama Medical University","keywords":"Study abroad; Term (time); Quarter (Canadian coin); Popularity; Higher education; Commit; Psychology; Medical education; Mathematics education; Pedagogy; Political science; History; Medicine; Social psychology","authors":[{"name":"Laura Donnelly-Smith","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04670757369264129,"gpt":0.4140130350698987,"spread":0.3673054613772574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002656681,0.00006909801,0.00008539685,0.0000118579,0.0004189719,0.00009249656,0.0002267135,0.00004096053,0.0005796984],"category_scores_gemma":[0.00003760165,0.00006008183,0.00004861429,0.0001121863,0.00003079111,0.0001925124,0.00002565335,0.0000623618,0.00009797846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081952,"about_ca_system_score_gemma":0.00002186691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003530728,"about_ca_topic_score_gemma":0.00655197,"domain_scores_codex":[0.9989995,0.0000795447,0.0001117538,0.0001538077,0.0004527167,0.000202612],"domain_scores_gemma":[0.9998032,0.00002214951,0.00002066452,0.0000517379,0.0000627356,0.00003946023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003927683,0.0007748709,0.4643409,0.000001076784,0.00006839904,0.00003411298,0.3467506,0.00003962642,0.00001300586,0.15894,0.002435014,0.02656309],"study_design_scores_gemma":[0.0005323237,0.0005334531,0.4185297,0.000008293679,0.00002138814,7.258752e-7,0.5271096,0.000009832553,0.000008539694,0.009349084,0.04360428,0.0002927472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5622019,0.00005970725,0.00004561254,0.0008891153,0.0001486097,0.0001004946,2.296712e-7,0.00008010823,0.4364742],"genre_scores_gemma":[0.9914194,0.0001218858,0.00005100868,0.0001304501,0.0004161603,0.000001689201,0.000001562171,0.000002016938,0.007855773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4292175,"threshold_uncertainty_score":0.6347291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2187381178","doi":"10.1016/j.jwb.2015.10.004","title":"New perspectives on human resource management in a global context","year":2015,"lang":"en","type":"article","venue":"Journal of World Business","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":169,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Context (archaeology); Human resource management; Business; Management science; Environmental resource management; Knowledge management; Risk analysis (engineering); Computer science; Economics; Geography","authors":[{"name":"Rosalie L. Tung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0730573319110437,"gpt":0.3817342995723318,"spread":0.3086769676612882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006414221,0.00006795823,0.0001367059,0.0001826175,0.00008378267,0.00007382336,0.0002941143,0.00002388959,0.00008056426],"category_scores_gemma":[0.00006459801,0.00005753322,0.00005089832,0.0004682454,0.00004220564,0.0001624519,0.00003572668,0.00009498253,0.00001739346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005489489,"about_ca_system_score_gemma":0.00009058133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001759825,"about_ca_topic_score_gemma":0.009101192,"domain_scores_codex":[0.998867,0.00006978828,0.0002155676,0.00008377314,0.0006247624,0.0001391435],"domain_scores_gemma":[0.9993513,0.00002542363,0.0001716478,0.00004870499,0.0003083233,0.00009458225],"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":[0.0008250615,0.0005580517,0.01345772,0.0000115502,0.0001743528,0.0004183628,0.1712115,0.0003243163,0.000004917403,0.6970605,0.08403506,0.0319186],"study_design_scores_gemma":[0.002454401,0.00007947174,0.0548255,0.0002078013,0.00002075484,0.000004346944,0.5377562,8.516277e-7,0.000004027585,0.009452031,0.3950435,0.0001511133],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5964779,0.00143036,0.00006191277,0.02055828,0.0006633379,0.0001215842,7.409779e-7,0.00001212864,0.3806738],"genre_scores_gemma":[0.9919308,0.000123082,0.0001198157,0.0001300888,0.001081404,4.093021e-7,3.033342e-7,0.000003847562,0.006610206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6876084,"threshold_uncertainty_score":0.5078679,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2068094266","doi":"10.1037/0022-0167.50.4.420","title":"Crossing the distance: Adjustment of Taiwanese graduate students in the United States.","year":2003,"lang":"en","type":"article","venue":"Journal of Counseling Psychology","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":167,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Psychology; Graduate students; Social psychology; Mathematics education; Applied psychology; Medical education; Pedagogy","authors":[{"name":"Michelle A. Swagler","is_ca":true},{"name":"Michael V. Ellis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07315634172227141,"gpt":0.4310513625525117,"spread":0.3578950208302403,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004957668,0.00007525186,0.0001591918,0.0001139229,0.0002741569,0.00008199982,0.0006570867,0.00005157358,0.0000331081],"category_scores_gemma":[0.0001862951,0.00004212748,0.00008055498,0.0003089752,0.0003095479,0.00007519402,0.000007385179,0.0002873619,0.00000283963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006465972,"about_ca_system_score_gemma":0.00007538353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003158112,"about_ca_topic_score_gemma":0.0005888283,"domain_scores_codex":[0.9976611,0.0006634076,0.0004683492,0.00007923922,0.0009313937,0.0001965563],"domain_scores_gemma":[0.9986941,0.0003497046,0.0004349361,0.0001022175,0.0003912369,0.00002777383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003344111,0.0006877983,0.01356202,0.00001117135,0.0001514786,0.00006187137,0.9640583,0.001147447,0.00006513314,0.01421053,0.004138215,0.001571652],"study_design_scores_gemma":[0.003385034,0.0004170017,0.04281227,0.0001791621,0.00007767852,0.00006463385,0.5207461,0.00003031495,0.00002895202,0.03747119,0.3945641,0.0002235235],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895519,0.002134305,0.0003488924,0.005520468,0.001228203,0.0001076037,0.000001394509,0.000002636533,0.001104616],"genre_scores_gemma":[0.9913011,0.007351714,0.00003596437,0.001034901,0.0001968444,0.000001619568,9.915548e-7,0.000004921977,0.00007194837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4433121,"threshold_uncertainty_score":0.2108621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2033826106","doi":"10.1016/j.ijintrel.2010.02.009","title":"Psychological and sociocultural adaptation of university students in France: The case of Vietnamese international students","year":2010,"lang":"en","type":"article","venue":"International Journal of Intercultural Relations","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":162,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Vietnamese; Psychology; Adaptation (eye); Anxiety; Identification (biology); Sample (material); Trait anxiety; Distress; Psychological adaptation; Sociocultural evolution; Social psychology; Developmental psychology; Clinical psychology; Sociology","authors":[{"name":"Camille Brisset","is_ca":false},{"name":"Saba Safdar","is_ca":true},{"name":"J. Rees Lewis","is_ca":true},{"name":"Colette Sabatier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02920116046173247,"gpt":0.3839203555161161,"spread":0.3547191950543836,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001031691,0.00009738742,0.000170509,0.0001991036,0.000134506,0.00006901874,0.001050144,0.0001159059,0.0002054533],"category_scores_gemma":[0.0005952721,0.00006772971,0.0001501383,0.0001463447,0.0003498119,0.0005331184,0.000140384,0.0004445081,0.000003642094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261985,"about_ca_system_score_gemma":0.00004194135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256432,"about_ca_topic_score_gemma":0.004353124,"domain_scores_codex":[0.9981754,0.0001853692,0.0005458904,0.0001194585,0.0008673153,0.0001065611],"domain_scores_gemma":[0.9976704,0.0003034317,0.000595603,0.00006288912,0.001312342,0.00005536446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006658257,0.001411087,0.4838071,0.000008867916,0.001033521,0.000496575,0.4451125,0.0004949246,0.00329634,0.04953956,0.0005586302,0.01357504],"study_design_scores_gemma":[0.004237725,0.0002558971,0.4588793,0.0002491624,0.00009488541,0.0004806162,0.5244167,0.0003263591,0.0001520033,0.002779867,0.007855393,0.0002721711],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923376,0.00008416193,0.00006421192,0.004298524,0.001760971,0.0001274193,0.00002165351,0.0000048578,0.001300609],"genre_scores_gemma":[0.998235,0.0004760637,0.0003125535,0.00003483366,0.0003011717,8.582503e-7,0.000006051123,0.000003871323,0.000629553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07930416,"threshold_uncertainty_score":0.2761937,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1599028796","doi":"10.1108/00483480310498710","title":"International experience and academic careers","year":2003,"lang":"en","type":"article","venue":"Personnel Review","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":148,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Internationalization; Context (archaeology); Academic mobility; Public relations; Key (lock); Higher education; Internationalization of Higher Education; Sociology; International education; Career development; Management; Marketing; Political science; Business; Pedagogy; Economics","authors":[{"name":"Julia Richardson","is_ca":true},{"name":"Steve McKenna","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08417656921576797,"gpt":0.3987265756213421,"spread":0.3145500064055742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004784611,0.0000616044,0.00009881304,0.00002247672,0.0001981997,0.00002411476,0.0001979118,0.00003933371,0.0008832416],"category_scores_gemma":[0.0005063283,0.00005560718,0.00004289492,0.00006868381,0.00009317735,0.000144464,0.00002018812,0.00009219639,0.00005125416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005967573,"about_ca_system_score_gemma":0.00002415146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002412727,"about_ca_topic_score_gemma":0.00004929972,"domain_scores_codex":[0.9992034,0.00007805663,0.0001136564,0.0001437295,0.0003234436,0.0001377543],"domain_scores_gemma":[0.9997339,0.00004263473,0.00004528413,0.0000460981,0.00006548581,0.00006664328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006732465,0.00003942203,0.0148948,0.0003170076,0.00006729109,0.00001265001,0.6929985,4.072648e-7,0.00007737507,0.2389395,0.006533916,0.04611237],"study_design_scores_gemma":[0.00008489392,0.000004795227,0.0001764587,0.0003269585,0.00000906314,0.000002540041,0.07107906,0.000001509999,0.00000997573,0.0002047975,0.9280077,0.00009229124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.247792,0.3378915,0.0000501545,0.01726732,0.001778822,0.0004957957,0.000005189671,0.00008180671,0.3946373],"genre_scores_gemma":[0.5572019,0.4411079,0.00007118464,0.0006864323,0.0001354115,0.00001286411,0.000001192326,0.000003175349,0.0007799302],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9214737,"threshold_uncertainty_score":0.9670877,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2021636026","doi":"10.1016/j.jwb.2013.10.003","title":"Facilitating expatriate adjustment: The role of advice-seeking from host country nationals","year":2013,"lang":"en","type":"article","venue":"Journal of World Business","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":144,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; University of Windsor","funders":"","keywords":"Expatriate; Advice (programming); Relevance (law); Host (biology); Work (physics); Psychology; Business; Social psychology; Political science; Engineering; Computer science; Law","authors":[{"name":"Ashish Mahajan","is_ca":true},{"name":"Soo Min Toh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01592439417354879,"gpt":0.2847522231947868,"spread":0.268827829021238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007712513,0.00008996911,0.0001956701,0.0001404446,0.0002536698,0.0000924563,0.0004347531,0.00003938012,0.0007885135],"category_scores_gemma":[0.0004564174,0.00006144418,0.00009414786,0.0003993545,0.00009476785,0.0005404227,0.00004764056,0.0001408177,0.00002746783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009899567,"about_ca_system_score_gemma":0.0001244977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008425598,"about_ca_topic_score_gemma":0.002200684,"domain_scores_codex":[0.9982405,0.0001196002,0.0004862958,0.0000822986,0.0009101426,0.0001612164],"domain_scores_gemma":[0.9969341,0.000780821,0.0007115201,0.00006934014,0.00146075,0.00004352624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005081721,0.00105675,0.09479192,0.0001232826,0.001687184,0.00002450803,0.7055655,0.001571024,0.03199672,0.05676552,0.01096103,0.09494839],"study_design_scores_gemma":[0.001813716,0.000051188,0.2969035,0.0006406887,0.0001435436,0.000003622948,0.5507973,0.0004353824,0.0008202753,0.02556053,0.122422,0.0004083299],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789009,0.005319322,0.00004917819,0.004708838,0.001102127,0.0001628016,0.00001826444,0.00001154984,0.009727038],"genre_scores_gemma":[0.9967914,0.000555428,0.0002682719,0.0001274442,0.001626024,0.000003256579,0.000003956565,0.000007022306,0.0006172445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2021116,"threshold_uncertainty_score":0.9981774,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2133697469","doi":"10.1177/0018726714561699","title":"Cultural identity change in expatriates: A social network perspective","year":2015,"lang":"en","type":"article","venue":"Human Relations","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":143,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Expatriate; Cultural identity; Sociology; Social identity theory; Identity (music); Perspective (graphical); Multiculturalism; Social psychology; Identity formation; Social identity approach; Social change; Social network (sociolinguistics); Gender studies; Psychology; Social group; Social science; Political science; Self-concept; Aesthetics","authors":[{"name":"Jina Mao","is_ca":false},{"name":"Yan Shen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2026193364473905,"gpt":0.4512474593585692,"spread":0.2486281229111787,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005244816,0.00006624888,0.00009348826,0.00006693738,0.0007366362,0.00009158893,0.0001675064,0.00008915381,0.0002424613],"category_scores_gemma":[0.0001075261,0.00006801783,0.00006380152,0.000260304,0.00009628311,0.0007110868,0.00004338303,0.0001381025,0.0001916767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005704587,"about_ca_system_score_gemma":0.00004803904,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01893769,"about_ca_topic_score_gemma":0.09157707,"domain_scores_codex":[0.9990015,0.0001435849,0.0001401057,0.0001361735,0.0003648267,0.0002137915],"domain_scores_gemma":[0.999561,0.00003551145,0.00006618048,0.00004063967,0.0002375642,0.00005917413],"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":[0.000003853527,0.00002733251,0.01235996,3.383598e-7,0.000008621488,0.000001772774,0.4489834,0.00001239489,5.755235e-7,0.5369783,0.0015968,0.00002663717],"study_design_scores_gemma":[0.0008966636,0.00003335211,0.1399327,0.00001979371,0.0000182864,2.547688e-7,0.5965228,0.00002899336,4.058695e-7,0.2499911,0.01234032,0.0002154165],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8610694,0.0005835904,0.00001775111,0.004313853,0.0004809866,0.0002803647,0.000003821536,0.00007311794,0.1331771],"genre_scores_gemma":[0.9953107,0.00004141445,0.00003666154,0.00005964044,0.002606103,0.00002991733,0.00001362056,0.00000565973,0.001896241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2869872,"threshold_uncertainty_score":0.9875953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1492948985","doi":"10.1108/13620431311305971","title":"Self‐initiated expatriation and self‐initiated expatriates","year":2013,"lang":"en","type":"article","venue":"Career Development International","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":142,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"CLARITY; Construct (python library); Expatriate; Originality; Scope (computer science); Scholarship; Epistemology; Value (mathematics); Sociology; Field (mathematics); Operationalization; Psychology; Social psychology; Computer science; Political science; Creativity; Mathematics; Philosophy","authors":[{"name":"Julia Richardson","is_ca":true},{"name":"Kaye Thorn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05853389344491175,"gpt":0.3078126628449702,"spread":0.2492787694000584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005748189,0.0002242386,0.0001846714,0.0002643879,0.0005117022,0.0004033888,0.0004701239,0.0001700905,0.001808955],"category_scores_gemma":[0.0001909358,0.0002276266,0.00006897941,0.0001802557,0.0000643391,0.0007812603,0.0001557444,0.0001510474,0.0005760444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004971316,"about_ca_system_score_gemma":0.0002594866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007837281,"about_ca_topic_score_gemma":0.0003151178,"domain_scores_codex":[0.9976177,0.0001308647,0.000459075,0.0003848008,0.001020127,0.0003874643],"domain_scores_gemma":[0.9983948,0.0002022395,0.0001843595,0.00009672026,0.000945223,0.0001766553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009629461,0.001117026,0.08249133,0.00007760883,0.00221579,0.00006694713,0.8206823,0.00001060464,0.000477639,0.04250388,0.01320601,0.03705457],"study_design_scores_gemma":[0.005607556,0.0001457427,0.181494,0.0001958804,0.0001145916,0.00002083917,0.1433662,0.001443241,0.003123157,0.006419548,0.6559404,0.002128765],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511642,0.0003188825,0.0001572453,0.003124281,0.001987215,0.0005997095,0.0000128694,0.0004772449,0.04215836],"genre_scores_gemma":[0.991569,0.0009071715,0.004586442,0.0003432399,0.000708792,0.000117807,0.0002198228,0.00002460531,0.001523158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6773161,"threshold_uncertainty_score":0.9991035,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2798229938","doi":"10.4337/9781845428235.00020","title":"Expatriate Adjustment and Performance: A Critical Review","year":2006,"lang":"en","type":"review","venue":"Edward Elgar Publishing eBooks","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":135,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Expatriate; Multinational corporation; Human resource management; Field (mathematics); Affect (linguistics); Engineering ethics; Management science; Sociology; Psychology; Political science; Knowledge management; Engineering; Computer science; Mathematics; Communication","authors":[{"name":"David C. Thomas","is_ca":true},{"name":"Mila Lazarova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0882209646399194,"gpt":0.3814695371228433,"spread":0.2932485724829239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002374762,0.0004254617,0.001256912,0.0002068543,0.0006195998,0.001216751,0.0008307346,0.0004698659,0.0001422988],"category_scores_gemma":[0.0009989445,0.0003576529,0.0004265418,0.0001330643,0.0002472867,0.0007459474,0.0002933576,0.0007423963,0.00008255181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003777061,"about_ca_system_score_gemma":0.0005060677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113652,"about_ca_topic_score_gemma":0.0003267134,"domain_scores_codex":[0.9964352,0.0004995933,0.0007502311,0.0005708337,0.001115271,0.0006288762],"domain_scores_gemma":[0.9984282,0.0005017269,0.0003174306,0.0002643466,0.0002629494,0.0002253184],"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":[0.000002128382,0.00002009973,0.000001560757,0.01560794,0.0000634995,0.00001070379,0.001980828,8.418946e-9,2.835153e-9,0.008005016,0.03173007,0.9425781],"study_design_scores_gemma":[0.000105862,0.00003350998,0.000003726545,0.02709392,0.0004092339,0.000008617494,0.0004012119,3.910967e-7,4.176727e-8,0.0002602669,0.9712976,0.0003855826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007551589,0.8515502,0.000002656758,0.0008012593,0.001663281,0.0007713162,0.0000248419,0.0001344814,0.1450444],"genre_scores_gemma":[0.00003482174,0.9877319,0.000088658,0.0003124562,0.00356045,0.0001375827,0.00009029039,0.00005119344,0.007992624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9421926,"threshold_uncertainty_score":0.9998875,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2916866930","doi":"10.1111/1748-8583.12233","title":"Acculturation, coping, and integration success of international skilled migrants: An integrative review and multilevel framework","year":2019,"lang":"en","type":"article","venue":"Human Resource Management Journal","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":132,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Acculturation; Coping (psychology); Psychology; Multilevel model; Sociology; Social psychology; Ethnic group; Clinical psychology","authors":[{"name":"Aida Hajro","is_ca":false},{"name":"Günter K. Stahl","is_ca":false},{"name":"Callen C. Clegg","is_ca":false},{"name":"Mila Lazarova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02476246599183832,"gpt":0.3621915463353715,"spread":0.3374290803435332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007918002,0.0001289997,0.0002137138,0.0001471855,0.0003806544,0.0002219959,0.0003368908,0.00005326862,0.0006293553],"category_scores_gemma":[0.00008246679,0.0001010325,0.00004801523,0.00007078905,0.0001311773,0.0004139211,0.00009354083,0.0002202601,0.000005739264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007846668,"about_ca_system_score_gemma":0.000008713054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001751968,"about_ca_topic_score_gemma":0.0003043838,"domain_scores_codex":[0.9986089,0.0001899533,0.0003585542,0.0001986587,0.0005003462,0.0001435414],"domain_scores_gemma":[0.999209,0.0000684967,0.0003242108,0.00008840186,0.000231372,0.00007847362],"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":[0.0001960049,0.0004939,0.03198522,0.0005750039,0.0008325051,0.00001853446,0.2185223,0.00001711812,0.0002133243,0.7041103,0.005269324,0.03776637],"study_design_scores_gemma":[0.006523504,0.001364532,0.1845019,0.0165697,0.0007566603,0.00004370539,0.5098029,0.0003383684,0.0001654327,0.05016859,0.2281916,0.001573061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9225953,0.005537098,0.001050064,0.004076145,0.0003905534,0.0009022932,0.000007826431,0.00003632229,0.06540446],"genre_scores_gemma":[0.9744093,0.02131454,0.0006241653,0.0004136053,0.0002224537,0.000007538203,0.00002156197,0.00000879802,0.002977975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6539418,"threshold_uncertainty_score":0.6890998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W18898646","doi":"10.5206/cie-eci.v43i3.9261","title":"International Students as ‘Ideal Immigrants’ in Canada: A disconnect between policy makers’ assumptions and the lived experiences of international students","year":2015,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":130,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"York University; University of Guelph","funders":"","keywords":"Prosperity; Graduation (instrument); Immigration; Government (linguistics); Work (physics); Political science; International education; Thematic analysis; Immigration policy; Higher education; Public relations; Economic growth; Economics; Sociology; Qualitative research; Social science","authors":[{"name":"Colin Scott","is_ca":true},{"name":"Saba Safdar","is_ca":true},{"name":"Roopa Desai Trilokekar","is_ca":true},{"name":"Amira El Masri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1288495683989255,"gpt":0.4658234242014111,"spread":0.3369738558024856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007819451,0.0001573682,0.0002521619,0.0002717156,0.0001760127,0.0002261715,0.0009879281,0.00005038937,0.0001328068],"category_scores_gemma":[0.0005178892,0.0001295215,0.00004885868,0.0001680344,0.0003833784,0.0004512634,0.0002608973,0.0001532262,0.000009011373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008451915,"about_ca_system_score_gemma":0.001397955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6933262,"about_ca_topic_score_gemma":0.375868,"domain_scores_codex":[0.9975507,0.0002317237,0.0004631163,0.0002834773,0.001290754,0.0001802545],"domain_scores_gemma":[0.9985524,0.0003252749,0.0002798052,0.00008855551,0.0006229646,0.0001310329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002420131,0.0002153556,0.4781274,0.000002515313,0.0002503146,0.000001065585,0.5016051,0.0000123131,0.000005871667,0.01627113,0.001586404,0.001680515],"study_design_scores_gemma":[0.001948866,0.00003243672,0.3121832,0.00006168285,0.00001617161,0.000002530701,0.6681116,0.00008326807,0.00002806722,0.002735809,0.01464638,0.0001500044],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723039,0.0005760649,0.00001673808,0.01007486,0.002405152,0.0003558231,0.00002033566,0.000008534674,0.01423853],"genre_scores_gemma":[0.9952766,0.001156073,0.00004395129,0.000260444,0.0008257081,0.000103638,0.00007804242,0.00000620561,0.002249297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3174582,"threshold_uncertainty_score":0.6355208,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2610042078","doi":"10.1146/annurev-orgpsych-032117-104528","title":"Cross-Cultural Interaction: What We Know and What We Need to Know","year":2018,"lang":"en","type":"article","venue":"Annual Review of Organizational Psychology and Organizational Behavior","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":129,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Schism; Need to know; Scholarship; Sociology; Public relations; Multinational corporation; Diversity (politics); Ideology; Cultural diversity; Political science; Law; Anthropology","authors":[{"name":"Nancy J. Adler","is_ca":true},{"name":"Zeynep Aycan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02988795607871463,"gpt":0.4249690051834344,"spread":0.3950810491047198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004271428,0.0002085975,0.0003018689,0.000132447,0.0005859289,0.0003406525,0.000300865,0.0001776657,0.004992741],"category_scores_gemma":[0.0006280175,0.0001922767,0.00004602445,0.0007836044,0.0006491172,0.002597846,0.0001451593,0.0001353669,0.0002447085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005372091,"about_ca_system_score_gemma":0.0001076745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002387998,"about_ca_topic_score_gemma":0.00007637556,"domain_scores_codex":[0.9981818,0.0001480469,0.0004896592,0.0004323459,0.0005131864,0.0002350246],"domain_scores_gemma":[0.9962326,0.0001567323,0.0002039866,0.0001303456,0.003098362,0.0001779337],"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":[0.0004038435,0.001976971,0.1856635,0.001480734,0.0004829529,0.00003672076,0.17921,0.000002659533,0.003126774,0.3013042,0.08286555,0.2434461],"study_design_scores_gemma":[0.0009809083,0.0004187156,0.06516124,0.004481924,0.0001832129,0.00009917013,0.04689592,0.000001091189,0.0006264588,0.001944508,0.8785328,0.0006740158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4355185,0.3607324,0.0001805501,0.1943417,0.005278474,0.001458019,0.0001321869,0.0001470539,0.00221117],"genre_scores_gemma":[0.3330976,0.6600772,0.0002885913,0.004190141,0.0009322857,0.0000132641,0.0001566971,0.00002651415,0.001217779],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7956673,"threshold_uncertainty_score":0.9959168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078989542","doi":"10.1016/s0147-1767(00)00041-9","title":"Using critical incidents to investigate cross-cultural transitions","year":2001,"lang":"en","type":"article","venue":"International Journal of Intercultural Relations","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":126,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Stressor; Coping (psychology); Psychology; Cross-cultural; Social psychology; Applied psychology; Clinical psychology; Sociology","authors":[{"name":"Nancy Arthur","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.116377165661963,"gpt":0.4808209621370838,"spread":0.3644437964751208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004798565,0.000137529,0.0001767861,0.0002885138,0.0004654387,0.0005033715,0.0007183865,0.0001079877,0.0008741253],"category_scores_gemma":[0.002127868,0.0001147628,0.0002580767,0.0002468126,0.0002926133,0.001801288,0.00006672192,0.0003050309,0.0001588612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000653426,"about_ca_system_score_gemma":0.0001394647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007258618,"about_ca_topic_score_gemma":0.000774198,"domain_scores_codex":[0.9977062,0.0001281602,0.000648337,0.0001497741,0.001116839,0.0002506792],"domain_scores_gemma":[0.9956238,0.0001829713,0.0002129039,0.00006274987,0.003636985,0.0002806386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000818514,0.0007524966,0.03977724,0.000008676021,0.001275906,0.0007586734,0.6610935,0.01161285,0.01774087,0.2521707,0.00898706,0.005003526],"study_design_scores_gemma":[0.005454277,0.0008051813,0.06731043,0.002051587,0.0004884411,0.002824865,0.3683471,0.002109069,0.001802649,0.0632094,0.4833966,0.002200345],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575532,0.000116932,0.002423919,0.02544381,0.003055379,0.0001014581,0.00001974354,0.00002782216,0.0112577],"genre_scores_gemma":[0.9939577,0.0001472646,0.002360686,0.0005871058,0.001660017,0.00000246613,0.00001002583,0.00001043154,0.001264324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4744096,"threshold_uncertainty_score":0.9571059,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1894282314","doi":"10.1093/oxfordhb/9780199763672.013.0003","title":"Getting Newcomers On Board: A Review of Socialization Practices and Introduction to Socialization Resources Theory","year":2012,"lang":"en","type":"review","venue":"Oxford University Press eBooks","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":125,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; University of Toronto","funders":"","keywords":"Socialization; Psychology; Sociology; Political science; Public relations; Social psychology","authors":[{"name":"Alan M. Saks","is_ca":true},{"name":"Jamie A. Gruman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0868132946559402,"gpt":0.3638527598031642,"spread":0.277039465147224,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001379502,0.0001847168,0.000550539,0.0001759483,0.0005067255,0.0000477597,0.0003078521,0.0002105837,0.00002807663],"category_scores_gemma":[0.0004030291,0.0001881521,0.0001676342,0.00009069492,0.0001325754,0.0002019548,0.000136605,0.0001604834,8.767093e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002730161,"about_ca_system_score_gemma":0.0001043175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000664014,"about_ca_topic_score_gemma":0.0001548028,"domain_scores_codex":[0.9977353,0.001053826,0.0002631135,0.0002825977,0.0004604004,0.0002047677],"domain_scores_gemma":[0.9981326,0.0002880356,0.001173508,0.0001223106,0.0001992185,0.00008434084],"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":[0.00004199643,0.00003408139,0.00000353455,0.01304188,0.0001940387,0.00000104394,0.03092567,4.390648e-7,2.265118e-7,0.3158257,0.0008896879,0.6390417],"study_design_scores_gemma":[0.00007228505,0.00002631273,0.000002387116,0.006748886,0.0006821175,2.65362e-7,0.005386328,1.845163e-7,6.227082e-7,0.00006291742,0.9868409,0.0001768015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000393142,0.8706517,0.00006104711,0.0004453028,0.0004136299,0.0009008195,0.00001834891,0.00004739081,0.1274225],"genre_scores_gemma":[0.0000232367,0.9860623,0.00004872124,0.00006971445,0.001337449,0.000003288243,0.00003500035,0.00001680565,0.01240343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9859512,"threshold_uncertainty_score":0.7672622,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2134389394","doi":"10.1111/peps.12034","title":"Reactive Adjustment or Proactive Embedding? Multistudy, Multiwave Evidence for Dual Pathways to Expatriate Retention","year":2013,"lang":"en","type":"article","venue":"Personnel Psychology","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":121,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Learning Partnership","funders":"","keywords":"Expatriate; Embeddedness; Interpersonal communication; Psychology; Perspective (graphical); Resource (disambiguation); Task (project management); Scholarship; Position (finance); Process (computing); Dual (grammatical number); Social psychology; Public relations; Business; Management; Sociology; Political science; Economics; Computer science; Finance","authors":[{"name":"Hong Ren","is_ca":false},{"name":"Margaret A. Shaffer","is_ca":false},{"name":"David A. Harrison","is_ca":false},{"name":"Carmen K. Fu","is_ca":false},{"name":"Katherine M. Fodchuk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2273905341670278,"gpt":0.4533810619376008,"spread":0.225990527770573,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007053543,0.0002115714,0.0002653659,0.000151833,0.0005493385,0.00007540316,0.0003225677,0.0001895083,0.0005640804],"category_scores_gemma":[0.001188791,0.0001799371,0.0001604408,0.0001715573,0.0001220574,0.0004256572,0.0000689806,0.0001531453,0.0004404855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003541647,"about_ca_system_score_gemma":0.0000632956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003748365,"about_ca_topic_score_gemma":0.00172743,"domain_scores_codex":[0.9978058,0.0002438242,0.0003027832,0.0006632237,0.0004212591,0.0005631204],"domain_scores_gemma":[0.9983214,0.0005766994,0.0002368058,0.0001881817,0.0004878714,0.0001890783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001614544,0.0005190692,0.0008909231,0.00002203459,0.0002807197,0.00001280546,0.959392,0.00001124382,0.006177264,0.001656097,0.008576653,0.02084667],"study_design_scores_gemma":[0.004314655,0.00208343,0.05996913,0.0001660679,0.0001193691,0.00000936871,0.9201219,0.0005906054,0.0007398258,0.002525025,0.008499552,0.000861086],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839247,0.0002299509,0.001620949,0.005947809,0.002250188,0.003259738,0.0000285369,0.0001107005,0.002627361],"genre_scores_gemma":[0.9913578,0.0002284743,0.003049005,0.0007606145,0.001426696,0.001174669,0.00001163062,0.00002561449,0.001965522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05907821,"threshold_uncertainty_score":0.733762,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243787822","doi":"10.32674/jis","title":"Journal of International Students","year":2019,"lang":"en","type":"paratext","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":121,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Pedagogy; Sociology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04028963463988831,"gpt":0.4071174103048244,"spread":0.3668277756649361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006298441,0.0001115188,0.000249999,0.0001940194,0.00008382775,0.0001799849,0.001564465,0.0002115886,0.04673807],"category_scores_gemma":[0.00008868733,0.00009312441,0.0001906574,0.00005425481,0.00005796051,0.0001600918,0.0001288575,0.0002617084,0.01062308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002469631,"about_ca_system_score_gemma":0.0002704943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004074546,"about_ca_topic_score_gemma":0.0001777493,"domain_scores_codex":[0.997394,0.00008764833,0.0003584654,0.000114696,0.001891848,0.0001533075],"domain_scores_gemma":[0.9985537,0.00009738213,0.0004567045,0.00007046663,0.0007651738,0.00005660066],"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":[0.00003481022,0.0001600719,0.0006359328,0.00001130097,0.000502185,0.000005045422,0.02032872,0.00001121688,0.000007092775,0.00235238,0.9753818,0.0005694686],"study_design_scores_gemma":[0.0003225681,0.00003805503,0.00008733336,0.00007995037,0.00001595226,7.377249e-7,0.01532442,4.930744e-7,0.00002081153,0.00006567567,0.9839377,0.0001062721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01010638,0.001093725,0.00003908907,0.00149386,0.03129379,0.0001209319,0.00001643458,0.000004983288,0.9558308],"genre_scores_gemma":[0.1237207,0.0139929,0.00004680219,0.0001356083,0.005423787,8.699461e-7,0.00002536989,0.00001197306,0.856642],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1136143,"threshold_uncertainty_score":0.9901473,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985809266","doi":"10.1177/1038411108099289","title":"Managerial implications of the GLOBE project: A study of 62 societies","year":2009,"lang":"en","type":"article","venue":"Asia Pacific Journal of Human Resources","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":117,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Globe; Global Leadership; Public relations; Hofstede's cultural dimensions theory; Management; Organizational culture; Marketing; Political science; Sociology; Business; Social science; Economics; Psychology","authors":[{"name":"Mansour Javidan","is_ca":false},{"name":"Ali Dastmalchian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03633871712830491,"gpt":0.3445974400072356,"spread":0.3082587228789307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007748513,0.00007869827,0.0002143365,0.0001025923,0.0004286902,0.00004662665,0.0006650098,0.00004801652,0.00004051708],"category_scores_gemma":[0.00005935629,0.0000530556,0.0001850776,0.0002016095,0.0002077541,0.00009828674,0.00003974383,0.0001323495,6.96431e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000456955,"about_ca_system_score_gemma":0.00005406765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002244423,"about_ca_topic_score_gemma":0.0003188215,"domain_scores_codex":[0.998408,0.0002059248,0.0004795699,0.00008397713,0.0006862547,0.0001362296],"domain_scores_gemma":[0.9987376,0.0000690937,0.0007292373,0.0001324278,0.0003034061,0.00002826403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001132807,0.001322241,0.01616186,0.00001592679,0.0002703482,0.000003151314,0.9397098,0.00001607369,0.001470436,0.03033625,0.008327827,0.002252802],"study_design_scores_gemma":[0.0005455185,0.0007566615,0.116499,0.00005484786,0.00006873435,0.00000271386,0.8620371,2.738982e-7,0.0001566889,0.01235947,0.007436665,0.00008235143],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504485,0.0002997275,0.000001704348,0.002917818,0.0001442553,0.0002353724,0.000002949854,0.000006006975,0.04594364],"genre_scores_gemma":[0.9986122,0.0001170084,0.0000154521,0.00001164043,0.0004470978,0.000001324261,2.812624e-7,0.000004032076,0.0007909658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1003372,"threshold_uncertainty_score":0.3297181,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2070510414","doi":"10.1016/j.ijintrel.2005.07.007","title":"An exploratory study of cross-cultural adaptation of adolescent Taiwanese unaccompanied sojourners in Canada","year":2005,"lang":"en","type":"article","venue":"International Journal of Intercultural Relations","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":116,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Windsor; Chrysler (Canada)","funders":"","keywords":"Acculturation; Psychology; Ethnic group; Population; Social psychology; Feeling; Prejudice (legal term); Developmental psychology; Coping (psychology); Interpersonal communication; Clinical psychology; Demography; Sociology","authors":[{"name":"Ben C. H. Kuo","is_ca":true},{"name":"Gargi Roysircar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05272470865166346,"gpt":0.3814363069005475,"spread":0.328711598248884,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000546605,0.000120079,0.0002459637,0.0002529116,0.00009031422,0.00007026523,0.000698142,0.000055032,0.0001703729],"category_scores_gemma":[0.0003185375,0.00009764049,0.0001124241,0.0001776019,0.0001068557,0.001647774,0.00003766609,0.0002663557,0.000003232161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528494,"about_ca_system_score_gemma":0.0006786195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3293207,"about_ca_topic_score_gemma":0.9438571,"domain_scores_codex":[0.9972039,0.00021572,0.001058885,0.0001199256,0.001253297,0.0001482542],"domain_scores_gemma":[0.9958465,0.0001109697,0.0008810001,0.00007313147,0.002995304,0.0000930829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005933111,0.001775372,0.1817511,0.000007584525,0.0004257487,0.00004442401,0.6827011,0.1190584,0.001396384,0.003701031,0.0004098621,0.008135756],"study_design_scores_gemma":[0.001980354,0.00021805,0.1025461,0.0001677319,0.00002973365,0.00001094249,0.8920207,0.001250839,0.0003162923,0.0001340119,0.001167002,0.0001582091],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967191,0.0001625207,0.00004484734,0.001142841,0.0009045185,0.0001517464,0.00001281492,0.000005105981,0.0008565693],"genre_scores_gemma":[0.9991922,0.0001155913,0.0001465774,0.00003627251,0.0004092494,0.000002540881,0.00001046062,0.000006943584,0.00008015597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6145365,"threshold_uncertainty_score":0.6751454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2141102321","doi":"10.1287/orsc.1120.0818","title":"On Becoming (Un)Committed: A Taxonomy and Test of Newcomer Onboarding Scenarios","year":2013,"lang":"en","type":"article","venue":"Organization Science","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":115,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universiteit van Tilburg; Vrije Universiteit Brussel; Universiteit Maastricht; University of British Columbia; Vrije Universiteit Amsterdam; Erasmus Universiteit Rotterdam","keywords":"Onboarding; Extant taxon; Taxonomy (biology); Sample (material); Closing (real estate); Process (computing); Psychology; Test (biology); Knowledge management; Marketing; Computer science; Business; Social psychology","authors":[{"name":"Omar Solinger","is_ca":false},{"name":"Woody van Olffen","is_ca":false},{"name":"Robert A. Roe","is_ca":false},{"name":"Joeri Hofmans","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03407597644338146,"gpt":0.2914092741392963,"spread":0.2573332976959149,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004387164,0.00005492223,0.00007475043,0.0001305073,0.0006321075,0.0001569503,0.0002856729,0.00002918334,0.0005832961],"category_scores_gemma":[0.001509929,0.00005088046,0.00001038752,0.0007575296,0.0003297159,0.0005068475,0.00008022707,0.00004542304,0.00007976543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007013463,"about_ca_system_score_gemma":0.00007772325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144047,"about_ca_topic_score_gemma":0.0000712974,"domain_scores_codex":[0.9990935,0.00002159506,0.0001248653,0.000166989,0.0004394137,0.0001536825],"domain_scores_gemma":[0.9991047,0.0002376518,0.00009096319,0.00007433967,0.0004225504,0.00006979441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004340485,0.0003017695,0.545376,0.00001767743,0.00002236104,0.000001847924,0.156836,0.00006693946,0.06106164,0.2098307,0.001148562,0.02533221],"study_design_scores_gemma":[0.002047321,0.0003218456,0.6587656,0.0002279954,0.00003975752,0.000006117476,0.2350827,0.001418985,0.08044044,0.01067214,0.009790562,0.001186554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911267,0.00001661063,0.0003029554,0.002175755,0.0001501446,0.0001799879,8.099125e-7,0.00002603995,0.006021011],"genre_scores_gemma":[0.9988077,0.00004416624,0.0005577014,0.000161412,0.00006455577,0.000003417333,7.366152e-7,0.000004902796,0.0003553868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1991585,"threshold_uncertainty_score":0.6386683,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283363684","doi":"10.1016/j.jwb.2022.101365","title":"Global work in a rapidly changing world: Implications for MNEs and individuals","year":2022,"lang":"en","type":"article","venue":"Journal of World Business","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":113,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multinational corporation; Work (physics); Context (archaeology); Reset (finance); Phenomenon; Coronavirus disease 2019 (COVID-19); Focus (optics); Set (abstract data type); Pandemic; Global challenges; Political science; Economic geography; Business; Sociology; Regional science; Economics; Computer science; Geography; Engineering; Epistemology","authors":[{"name":"Mila Lazarova","is_ca":true},{"name":"Paula Caligiuri","is_ca":false},{"name":"David G. Collings","is_ca":false},{"name":"Helen De Cieri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03876039141588079,"gpt":0.3524590955708055,"spread":0.3136987041549247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165468,0.00006215795,0.0001495665,0.0006662479,0.0004794479,0.00007866717,0.0002587273,0.00001368081,0.00007366664],"category_scores_gemma":[0.00009937675,0.00005988674,0.00005379909,0.002479558,0.00004287522,0.0001858766,0.00009458821,0.00008460152,4.487741e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002106441,"about_ca_system_score_gemma":0.00009960891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001121923,"about_ca_topic_score_gemma":0.002805135,"domain_scores_codex":[0.9991075,0.00006681843,0.0002584688,0.00008510616,0.0002856829,0.0001963941],"domain_scores_gemma":[0.9992813,0.0001638534,0.0002492329,0.00003883892,0.0002251414,0.00004156114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003356715,0.000361238,0.7676992,0.00003016953,0.0001282524,0.0000128643,0.04989621,0.0007936929,0.00001972925,0.1365064,0.009500231,0.03471636],"study_design_scores_gemma":[0.001085926,0.000025982,0.6311695,0.00007700548,0.00003055718,0.00000848041,0.022421,0.000003355978,0.000002022874,0.01582339,0.3291924,0.0001604331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9333552,0.002313889,0.0001862569,0.05996221,0.001012844,0.0002632031,0.0000250411,0.00001126341,0.002870151],"genre_scores_gemma":[0.9972178,0.0001618445,0.0003375708,0.0002208258,0.0006505348,0.00001936362,0.000002674155,0.000005100368,0.001384315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3196921,"threshold_uncertainty_score":0.3687575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090308224","doi":"10.1177/1052562914555717","title":"The Influence of Motivational Cultural Intelligence on Cultural Effectiveness Based on Study Abroad","year":2014,"lang":"en","type":"article","venue":"Organizational Behavior Teaching Review","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":113,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Cultural intelligence; Psychology; Social psychology; Cultural identity; Perception; Cultural diversity; Identity (music); Sociology; Feeling","authors":[{"name":"Ann C. Peng","is_ca":true},{"name":"Linn Van Dyne","is_ca":false},{"name":"Jo K. Oh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02821940297649529,"gpt":0.3906797962093736,"spread":0.3624603932328783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002172193,0.0001512278,0.0002022256,0.00004021426,0.001032023,0.00007737282,0.0005133472,0.00004336249,0.0001026675],"category_scores_gemma":[0.003247044,0.0000970933,0.00007696257,0.0002534691,0.0001370227,0.0001625013,0.00003930735,0.0002333209,0.00005411572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704565,"about_ca_system_score_gemma":0.00006313185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000243142,"about_ca_topic_score_gemma":0.00005162905,"domain_scores_codex":[0.9972221,0.001001027,0.0003329793,0.0002378957,0.001045891,0.0001600731],"domain_scores_gemma":[0.9978364,0.001149178,0.0002045524,0.0001572075,0.000603004,0.00004970675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005796546,0.001592063,0.7638982,0.0001954438,0.0000499019,0.000002086835,0.01089602,0.002794324,0.0003034466,0.2090518,0.0003515552,0.01080718],"study_design_scores_gemma":[0.0002936214,0.000345716,0.9860868,0.001654997,0.00008593554,6.91706e-7,0.003550074,0.00003297069,0.0001437084,0.0003010199,0.00723542,0.0002689759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995389,0.0003477271,0.00008073747,0.001101538,0.0001582627,0.0007924287,0.000005961182,0.00004042779,0.00208387],"genre_scores_gemma":[0.9984636,0.0008426913,0.00003194952,0.0002768409,0.0001409538,0.00004938817,0.00003300945,0.00001193525,0.0001496271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2221887,"threshold_uncertainty_score":0.793759,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W2139124925","doi":"10.1016/j.orgdyn.2011.04.006","title":"Three decades of research on national culture in the workplace","year":2011,"lang":"en","type":"article","venue":"Organizational Dynamics","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":113,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Westernization; Theme (computing); Outsourcing; Organizational culture; Consistency (knowledge bases); International business; Political science; Cultural globalization; Public relations; Global Leadership; Sociology; Globalization; Marketing; Economy; Management; Business; Economic growth; Economics","authors":[{"name":"Vas Taras","is_ca":false},{"name":"Piers Steel","is_ca":true},{"name":"Bradley L. Kirkman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1013389896999667,"gpt":0.3960711432105621,"spread":0.2947321535105954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001336274,0.00005048324,0.00005448091,0.0001269245,0.0002638527,0.0000250009,0.0004585862,0.00008230226,0.0003159001],"category_scores_gemma":[0.000490363,0.00003791229,0.00002045499,0.0007816693,0.0001793689,0.00007975026,0.00003503904,0.0001706858,0.00004734398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047617,"about_ca_system_score_gemma":0.0001468934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005801686,"about_ca_topic_score_gemma":0.0140985,"domain_scores_codex":[0.9982534,0.0001231295,0.000128908,0.0001123743,0.001243993,0.0001381683],"domain_scores_gemma":[0.9988862,0.0002830423,0.00004430171,0.0000565859,0.0007106017,0.00001925099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001558724,0.0001043957,0.02808192,0.000002111628,0.000006865838,0.000001040758,0.04570081,0.00002542515,0.000002231817,0.9252481,0.00077382,0.00003768625],"study_design_scores_gemma":[0.0004893764,0.0001158845,0.1855925,0.00007318482,0.000005852028,0.000001651433,0.1452391,0.0007094343,0.00006344688,0.6628884,0.004615193,0.0002060337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4413207,0.0001360517,0.0005534489,0.006013835,0.0003069966,0.0003814514,0.00004255169,0.00003205991,0.5512129],"genre_scores_gemma":[0.9984931,0.0001311874,0.0002798696,0.0001016122,0.000195199,0.000004119041,0.00003993376,0.000006552992,0.0007484134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5571724,"threshold_uncertainty_score":0.7867296,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2123845521","doi":"10.1177/0022022113492894","title":"The Culturally Intelligent Team","year":2013,"lang":"en","type":"article","venue":"Journal of Cross-Cultural Psychology","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":112,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; Wilfrid Laurier University; University of Waterloo","funders":"","keywords":"Operationalization; Psychology; Team effectiveness; Cultural diversity; Cultural intelligence; Homogeneous; Metacognition; Psychological safety; Social psychology; Cultural competence; Competence (human resources); Knowledge management; Cognition; Sociology; Pedagogy; Computer science","authors":[{"name":"Wendi L. Adair","is_ca":true},{"name":"Ivona Hideg","is_ca":true},{"name":"Jeffrey S. Spence","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05434842639575448,"gpt":0.4628185091160735,"spread":0.408470082720319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007879327,0.0001019729,0.0001561183,0.00003420698,0.0007823919,0.0006438184,0.0006911638,0.0001123001,0.0005465142],"category_scores_gemma":[0.0004137777,0.00005068181,0.000201125,0.00009606242,0.0007629883,0.0008030365,0.00003680736,0.0003000161,0.0003706037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009806517,"about_ca_system_score_gemma":0.0000358646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002886225,"about_ca_topic_score_gemma":0.0002911378,"domain_scores_codex":[0.9985027,0.0001344208,0.0004763681,0.0001040989,0.0004758927,0.0003064656],"domain_scores_gemma":[0.9975536,0.0001619789,0.0003878167,0.00007357629,0.001709939,0.0001130726],"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":[0.0004823185,0.0004046445,0.01779201,0.000009365915,0.0006368842,0.0000369642,0.2698688,0.00002374677,0.006688469,0.06583302,0.5061069,0.1321169],"study_design_scores_gemma":[0.0004979041,0.0001989272,0.03388577,0.00001431922,0.0000108593,0.00005608816,0.04077766,0.000002430846,0.0001462664,0.01378665,0.9104891,0.0001339897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8980832,0.001219495,0.00001282918,0.03023749,0.002978084,0.0001310661,6.231534e-7,0.00001316686,0.06732401],"genre_scores_gemma":[0.9866471,0.003838154,0.00005767004,0.000690217,0.00168826,0.000003242307,6.950137e-7,0.000005248809,0.007069434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4043823,"threshold_uncertainty_score":0.6208355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065428899","doi":"10.1002/hrm.10022","title":"The role of human resource management: an exploratory study of cross‐country variance","year":2002,"lang":"en","type":"article","venue":"Human Resource Management","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":111,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Contingency; Human resource management; Business; Competitive advantage; Linkage (software); Variance (accounting); Strategic human resource planning; Knowledge management; Marketing; Computer science; Accounting","authors":[{"name":"David Bowen","is_ca":false},{"name":"Carmen Galang","is_ca":true},{"name":"Rajnandini Pillai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04186534467983888,"gpt":0.327711655950295,"spread":0.2858463112704561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001453945,0.0001964073,0.0002326228,0.0001683244,0.00178898,0.0001977204,0.001386058,0.00006279704,0.0003192901],"category_scores_gemma":[0.00000883411,0.0001738456,0.00008979852,0.0002806444,0.0003865215,0.0001799715,0.0004400645,0.0001424773,0.00002817915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078501,"about_ca_system_score_gemma":0.000002667205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004484354,"about_ca_topic_score_gemma":0.002424361,"domain_scores_codex":[0.9969274,0.0003878394,0.0005519936,0.0004096196,0.001310395,0.0004127122],"domain_scores_gemma":[0.998756,0.00006215939,0.00036335,0.0006319077,0.000105247,0.00008131773],"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":[0.0000742326,0.002150325,0.005614784,0.00009295201,0.0005852013,0.00003918835,0.3271236,0.0002330668,0.00003920692,0.6535615,0.002431622,0.008054346],"study_design_scores_gemma":[0.0009443248,0.0002725032,0.008511963,0.00004481192,0.00007285873,7.404577e-8,0.6481618,0.00001478676,0.00001778333,0.00266319,0.3390987,0.0001972149],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5647455,0.0005423794,0.000002101013,0.0000660662,0.00005364017,0.0005940123,0.000002506212,0.00005066619,0.4339431],"genre_scores_gemma":[0.9813892,0.0001930248,0.00001386259,0.00004640851,0.0002409227,0.00006508959,0.000007128058,0.00002612734,0.01801822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6508983,"threshold_uncertainty_score":0.9995105,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4211106205","doi":"10.1017/9781108589666","title":"Acculturation","year":2019,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":109,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Acculturation; Pace; Indigenous; Sociology; Ethnography; Globe; Element (criminal law); Field (mathematics); Social psychology; Psychology; Anthropology; Ethnic group; Geography; Political science; Law; Mathematics","authors":[{"name":"John W. Berry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03757684787878806,"gpt":0.2649953338752889,"spread":0.2274184859965008,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000139041,0.0001548797,0.0001832465,0.00007979189,0.0003499397,0.00007972489,0.0005250744,0.0003379245,0.00001399256],"category_scores_gemma":[0.00001646694,0.0001778964,0.0001500386,0.000007558044,0.0001562494,0.0001318379,0.0001412401,0.0002345506,0.0001242425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007685023,"about_ca_system_score_gemma":0.0003659541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254249,"about_ca_topic_score_gemma":0.00009208654,"domain_scores_codex":[0.9989044,0.00008263878,0.00009426514,0.0002637539,0.0004535414,0.0002013734],"domain_scores_gemma":[0.9993197,0.0000721483,0.0001474961,0.0001527165,0.0002321508,0.00007583374],"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":[0.00002084459,0.000004678595,9.223452e-7,0.00001453655,0.00005179489,0.00001683981,0.003251677,5.713357e-7,0.000003186403,0.7254478,0.2709398,0.0002473324],"study_design_scores_gemma":[0.000228745,0.00001422143,0.000007462831,0.00004942564,0.00005113608,2.995188e-7,0.003202415,0.000002563526,0.0000164259,0.000007912818,0.9962094,0.0002099975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003488545,0.00009834758,0.00002159999,0.00008205377,0.0007913776,0.0003539415,0.00006242204,0.00009912531,0.9981423],"genre_scores_gemma":[0.001950606,0.0004420922,0.000008578304,0.00004153027,0.0007489523,2.733238e-7,0.0001054774,0.00001378,0.9966887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7254399,"threshold_uncertainty_score":0.7254405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3176656333","doi":"10.1111/glob.12332","title":"A transnational lens into international student experiences of the COVID‐19 pandemic","year":2021,"lang":"en","type":"article","venue":"Global Networks","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":109,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Carleton University","funders":"Employment and Social Development Canada","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Conversation; Transnationalism; Mobilities; Sociology; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); International education; International relations; Political science; Social science; Higher education; Law; Medicine; Politics","authors":[{"name":"Amrita Hari","is_ca":true},{"name":"Luciara Nardon","is_ca":true},{"name":"Hui Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04551241315925981,"gpt":0.3704522800045134,"spread":0.3249398668452536,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003914919,0.00007947547,0.0001033315,0.00001354695,0.0003423441,0.00005897328,0.0005996738,0.00008754538,0.0006292508],"category_scores_gemma":[0.0001305794,0.00006329519,0.0001308507,0.0002333693,0.000251327,0.0001176443,0.0001162961,0.0000909282,0.000002379939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003934045,"about_ca_system_score_gemma":0.0002758042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003476199,"about_ca_topic_score_gemma":0.007787155,"domain_scores_codex":[0.9984134,0.0001617477,0.000216864,0.0001850811,0.0008464208,0.0001764405],"domain_scores_gemma":[0.999409,0.0001033634,0.0000959629,0.00009210713,0.0002264274,0.00007319262],"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":[0.00003131069,0.0001405358,0.09677889,0.000003350754,0.0001180208,0.000007783436,0.2506349,0.002601073,0.000008955237,0.6467993,0.001868793,0.001007094],"study_design_scores_gemma":[0.001092561,0.00003171807,0.02793037,0.0000209389,0.00003590947,0.00001663138,0.5905208,0.0004088331,0.00001705592,0.01920175,0.3604202,0.0003032489],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271338,0.0009821759,0.001310113,0.02212004,0.004075949,0.0001609287,0.00001435337,0.00004428868,0.04415833],"genre_scores_gemma":[0.9975024,0.000375955,0.00006004635,0.001134634,0.0004735461,0.00001474924,0.000013321,0.000002659416,0.0004226246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6275975,"threshold_uncertainty_score":0.6889855,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}