{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"219d705ba2a2","filters":{"venue":"Asia Pacific Management Review"}},"results":[{"id":"W3203248909","doi":"10.1016/j.apmrv.2021.08.001","title":"A qualitative assessment of entrepreneurship amidst COVID-19 pandemic in Pakistan","year":2021,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":53,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Entrepreneurship; Pandemic; Government (linguistics); Coronavirus disease 2019 (COVID-19); Qualitative research; Social distance; Public relations; Scholarship; Content analysis; Business; Sociology; Political science; Economic growth; Social science; Economics; Medicine","authors":[{"name":"Asim Nasar","is_ca":false},{"name":"Muhammad Akram","is_ca":true},{"name":"Muhammad Rizwan Safdar","is_ca":false},{"name":"Muhammad Siddique Akbar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1317470100805251,"gpt":0.424790617328292,"spread":0.2930436072477669,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006295501,0.0002508273,0.0004107313,0.001752346,0.004397108,0.002044887,0.0006924196,0.0009011106,0.004485164],"category_scores_gemma":[0.008936924,0.0002309322,0.0002525864,0.001930175,0.00288094,0.001691096,0.002866244,0.0009615669,0.0002692914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003826477,"about_ca_system_score_gemma":0.006397635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006599103,"about_ca_topic_score_gemma":0.0144297,"domain_scores_codex":[0.9965479,0.002007977,0.000173657,0.000156951,0.0004772356,0.0006362738],"domain_scores_gemma":[0.9930963,0.004455789,0.0007114368,0.000171005,0.000888004,0.000677557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009706854,0.0001125718,0.02177392,0.001166712,0.0000101368,0.004349814,0.9139398,0.0003069712,0.00151127,0.005336253,0.003651809,0.04774367],"study_design_scores_gemma":[0.000003360763,0.00006446164,0.009474476,0.0003640126,0.000003734094,0.0004260829,0.9694659,0.00008615472,0.0002967937,0.0005595766,0.01924211,0.00001346344],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745745,0.001189367,0.002657728,0.003411502,0.0001264015,0.0005623123,0.0006700295,0.00001343463,0.01679475],"genre_scores_gemma":[0.9898824,0.002148033,0.001657113,0.0005477945,0.00003086639,0.0004939205,0.0001824774,0.000008027537,0.005049406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006599103,"threshold_uncertainty_score":0.0332942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3195899040","doi":"10.1016/j.apmrv.2021.06.005","title":"Business practices of highly innovative Japanese firms","year":2021,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina; University of Saskatchewan","funders":"","keywords":"Business; Crowdsourcing; Open innovation; Market orientation; Knowledge management; Competitive advantage; Analytics; Marketing; Innovation management; Computer science; Data science","authors":[{"name":"C. Brooke Dobni","is_ca":true},{"name":"Grant Alexander Wilson","is_ca":true},{"name":"Mark Klassen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03065634278018277,"gpt":0.2826103094627694,"spread":0.2519539666825867,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00111503,0.0001238928,0.0001583027,0.001901785,0.0006841903,0.001216521,0.0002285836,0.0003001318,0.0009283026],"category_scores_gemma":[0.003397316,0.00009991002,0.0001834579,0.002623264,0.0004001361,0.0005712406,0.00088514,0.0002064928,0.0001991997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009806663,"about_ca_system_score_gemma":0.000968428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01781575,"about_ca_topic_score_gemma":0.03276089,"domain_scores_codex":[0.9992066,0.0001548962,0.0001386964,0.0001374583,0.0002066813,0.0001557512],"domain_scores_gemma":[0.9937418,0.001005311,0.003609578,0.0002213613,0.0007300861,0.0006918508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002619828,0.00005338187,0.9751374,0.00007144442,0.00001791301,0.0001705121,0.008947982,0.00006476638,0.0007619212,0.0003213143,0.0002419551,0.01418524],"study_design_scores_gemma":[0.000001464886,0.00002873626,0.9938922,0.00001191615,0.000009991421,0.00006852249,0.004786379,0.00006311101,0.0000885025,0.00005571747,0.0009880331,0.000005392893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976298,0.0002468408,0.0000702129,0.00008179469,0.000001504221,0.000009900657,0.00008111429,0.000001601968,0.001877266],"genre_scores_gemma":[0.9988135,0.0002825622,0.0001695371,0.00003362783,0.000003797767,0.00001024987,0.0001271942,9.357702e-7,0.0005586237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01781575,"threshold_uncertainty_score":0.03542405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386257789","doi":"10.1016/j.apmrv.2023.08.002","title":"A long short-term memory model for forecasting housing prices in Taiwan in the post-epidemic era through big data analytics","year":2023,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Big data; Econometrics; Term (time); Index (typography); Price index; Economics; Computer science; Geography; Data mining","authors":[{"name":"Kuei‐Chen Chiu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2456488488123691,"gpt":0.3094071629573024,"spread":0.06375831414493335,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007799474,0.0006309965,0.0004598242,0.0007548853,0.0002332312,0.0007848203,0.0007796654,0.0006611648,0.0009993488],"category_scores_gemma":[0.002004606,0.000234806,0.0005849646,0.0008952739,0.000171382,0.00119447,0.0004167928,0.0009993411,0.0002404867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004844215,"about_ca_system_score_gemma":0.0007606235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01907337,"about_ca_topic_score_gemma":0.01583875,"domain_scores_codex":[0.9998627,0.00003196252,0.00001586236,0.00004284602,0.00002358225,0.00002307386],"domain_scores_gemma":[0.9996113,0.0002029574,0.00005549842,0.00001809384,0.00009547457,0.00001670489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002126351,0.000318287,0.06125335,0.0002527842,0.0003880638,0.0004651384,0.0003304624,0.7488868,0.00272628,0.006988827,0.004618467,0.1735589],"study_design_scores_gemma":[0.000004945678,0.00002982352,0.003088868,0.00001039744,0.00002213577,0.00001283789,0.00002783864,0.9951089,0.0001760865,0.001247226,0.0002651726,0.000005690323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6386898,0.002866486,0.3485754,0.002125751,0.0002979058,0.0001097053,0.001511262,0.0008399185,0.004983814],"genre_scores_gemma":[0.9720443,0.0009522468,0.02394683,0.0001033921,0.0000707972,0.00008227647,0.0009449859,0.00001733162,0.00183786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01907337,"threshold_uncertainty_score":0.03792471,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408118012","doi":"10.1016/j.apmrv.2025.100355","title":"Can advanced society 5.0 technology create economic and social value for millennial and generation Z MSMEs in Surabaya, Indonesia? An economic resilience perspective","year":2025,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovation Cluster (Canada)","funders":"Direktorat Riset dan Pengabdian Masyarakat; Universitas Indonesia","keywords":"Perspective (graphical); Resilience (materials science); Value (mathematics); Psychological resilience; Business; Sociology; Economic system; Economics; Psychology; Computer science","authors":[{"name":"Palupi Lindiasari Samputra","is_ca":false},{"name":"Muhammad Alfarizi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02106549752911529,"gpt":0.2881007230124086,"spread":0.2670352254832933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006076695,0.0001796802,0.000134374,0.0009518244,0.0006184896,0.002310165,0.000252645,0.0003948866,0.002374068],"category_scores_gemma":[0.0009418148,0.00008341653,0.0001545003,0.001015444,0.0009890138,0.002258371,0.001395064,0.0006012076,0.0001715249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196613,"about_ca_system_score_gemma":0.002268985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008376211,"about_ca_topic_score_gemma":0.01544145,"domain_scores_codex":[0.999795,0.00006545612,0.000008697603,0.00001694284,0.00004357769,0.00007027153],"domain_scores_gemma":[0.9995325,0.0001127546,0.0001635144,0.00001252554,0.00006636095,0.0001124392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001420512,0.0003461119,0.219895,0.002302148,0.0002446213,0.003566169,0.01193894,0.005483167,0.002095803,0.2788731,0.01502683,0.460086],"study_design_scores_gemma":[0.00001855268,0.000278342,0.512189,0.003888031,0.0002048828,0.001393201,0.0597322,0.005268388,0.001433668,0.05099037,0.364532,0.00007143351],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6997175,0.06154228,0.002077506,0.02910241,0.0003107381,0.00007442587,0.0002370798,0.00002204597,0.2069161],"genre_scores_gemma":[0.968451,0.02722802,0.0003673505,0.0004593876,0.00004400527,0.00001482065,0.00004299557,0.000002420463,0.003390157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008376211,"threshold_uncertainty_score":0.01665491,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1598527759","doi":"10.6126/apmr.2005.10.1.05","title":"Comparative Analysis on an International Survey of ISO 9000 and ISO 14000 Certification","year":2005,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"Statistical Methods and Applications","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"ISO 14000; Certification; Business; Statistical analysis; Marketing; Operations management; Engineering; Statistics; Management; Economics; Mathematics","authors":[{"name":"Jeh‐Nan Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1833998741612395,"gpt":0.4601999636124331,"spread":0.2768000894511936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004824165,0.0001395573,0.0002397262,0.003870836,0.0002053457,0.00063144,0.0001837441,0.0002353525,0.001281887],"category_scores_gemma":[0.01425436,0.0001048428,0.0002200302,0.01060793,0.000246872,0.0006262586,0.0004952942,0.0002303222,0.0003085986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005376729,"about_ca_system_score_gemma":0.0008485322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005615138,"about_ca_topic_score_gemma":0.01062125,"domain_scores_codex":[0.9947578,0.002462722,0.0004735393,0.0003979494,0.001535533,0.0003724012],"domain_scores_gemma":[0.9809921,0.006684615,0.004396461,0.000650936,0.006842037,0.0004337815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001522484,0.0001169011,0.93172,0.0003970104,0.0001192873,0.000118001,0.00496338,0.0002054037,0.0006269966,0.001484766,0.00410848,0.05598752],"study_design_scores_gemma":[0.000003936298,0.0001663937,0.9861773,0.00007027231,0.00003355376,0.00008487348,0.005850445,0.0001431345,0.000165187,0.00004363874,0.007255893,0.000005276378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986262,0.001591161,0.0006135323,0.0001938239,0.00001820247,0.0000623482,0.001779135,0.000006941796,0.00947282],"genre_scores_gemma":[0.9928657,0.001757644,0.0006330248,0.0000957397,0.00001770439,0.00008350056,0.003162212,0.000006455713,0.001377972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005615138,"threshold_uncertainty_score":0.02551293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2245102659","doi":"","title":"French Canada and the Philippines: Comparing Product-Country Perceptions","year":2007,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Context (archaeology); Country of origin; Nationality; Product (mathematics); Sample (material); Warranty; Order (exchange); Developing country; Perception; Developed country; Business; Geography; Immigration; Political science; Demographic economics; Economic growth; Economics; Marketing; Sociology; Psychology; Demography; Population","authors":[{"name":"Sadrudin A. Ahmed","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0155296612460402,"gpt":0.2344939616766632,"spread":0.218964300430623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009762653,0.0002577905,0.0002196993,0.001523052,0.001428133,0.001572466,0.0002410677,0.000250935,0.002486784],"category_scores_gemma":[0.003267878,0.0001110182,0.0002418811,0.003160958,0.0006305571,0.0004135121,0.0007611513,0.0003057061,0.0001514754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00539815,"about_ca_system_score_gemma":0.003452561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9039008,"about_ca_topic_score_gemma":0.9208466,"domain_scores_codex":[0.9992176,0.0001689889,0.00003040851,0.00006677828,0.0003350851,0.0001810989],"domain_scores_gemma":[0.9973353,0.0004390688,0.0006419753,0.00004307197,0.001177407,0.0003632164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002110883,0.00004885205,0.948006,0.0001192553,0.00007818382,0.0004226727,0.02206789,0.0001348908,0.0006866152,0.0004453174,0.001058514,0.02672079],"study_design_scores_gemma":[0.000003327444,0.00006048641,0.9731901,0.00002539909,0.00001925238,0.0001246351,0.02202672,0.0001026826,0.0001531827,0.00001793106,0.004262147,0.00001417404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944465,0.0008168964,0.00004004774,0.0001445505,0.000003687652,0.00000929903,0.000188951,0.000002620434,0.004347317],"genre_scores_gemma":[0.997723,0.0006554577,0.00006358414,0.00006023661,0.000002942365,0.000006542674,0.0001723582,0.000002040432,0.001313687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0960992,"threshold_uncertainty_score":0.1933302,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2289686841","doi":"10.6126/apmr.2007.12.5.02","title":"Capacity Control and Distribution Problem for Manufactures in Supply Chain Networks","year":2007,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Supply chain; Purchasing; Procurement; Business; Industrial organization; Revenue; Production (economics); Supply chain management; Finished good; Service (business); Revenue management; Production planning; Operations research; Computer science; Marketing; Economics; Microeconomics; Engineering","authors":[{"name":"Moon Gil Yoon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01261448958510842,"gpt":0.2225078842955609,"spread":0.2098933947104525,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002978266,0.002237988,0.002615514,0.00187204,0.001199806,0.003301561,0.00344875,0.003280427,0.01179427],"category_scores_gemma":[0.006424315,0.001291132,0.001787485,0.003344639,0.002268398,0.003524522,0.002038287,0.002958682,0.0007526604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004903867,"about_ca_system_score_gemma":0.003618946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0197971,"about_ca_topic_score_gemma":0.009730469,"domain_scores_codex":[0.998195,0.0006456584,0.0001006417,0.000424408,0.0002910454,0.00034322],"domain_scores_gemma":[0.9961537,0.002775451,0.0003437147,0.0001131107,0.0003881379,0.0002258847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004708749,0.00003164327,0.0002157607,0.0002480543,0.00006043318,0.000132615,0.00005202432,0.9465479,0.0003431402,0.04121549,0.002055654,0.009050224],"study_design_scores_gemma":[0.00003927207,0.00003154333,0.0002608335,0.00008872788,0.00002838259,0.00006774032,0.00005103793,0.9422994,0.000343985,0.052841,0.003923267,0.00002488059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04004316,0.008538232,0.9033425,0.003638309,0.0004022618,0.0005207101,0.001576747,0.0004865578,0.04145154],"genre_scores_gemma":[0.8293782,0.01040469,0.1199498,0.000619313,0.0005799511,0.001248945,0.001793235,0.0003774141,0.03564848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0197971,"threshold_uncertainty_score":0.03945577,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2182489200","doi":"","title":"Davids Versus the Goliath: Locational Tournament for FDI among Developing Countries","year":2002,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"International Business and FDI","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Foreign direct investment; China; Tournament; Developing country; Quarter (Canadian coin); Economics; Market size; Investment (military); Resource (disambiguation); International economics; Business; International trade; Development economics; Economic geography; Economic growth; Political science; Geography; Macroeconomics","authors":[{"name":"Bala Ramasamy","is_ca":false},{"name":"Matthew Yeung","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04195386547631808,"gpt":0.2594408060202828,"spread":0.2174869405439647,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001551769,0.00008435903,0.0001907711,0.000760626,0.001758298,0.002258593,0.0002355626,0.0003412926,0.007355903],"category_scores_gemma":[0.002896781,0.00005184655,0.0001440835,0.000804994,0.001530717,0.0008106368,0.001176172,0.0005932969,0.0004110331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001705473,"about_ca_system_score_gemma":0.001430987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01299887,"about_ca_topic_score_gemma":0.04383688,"domain_scores_codex":[0.9992894,0.0002285119,0.00002109332,0.00004590087,0.000113217,0.0003018997],"domain_scores_gemma":[0.9975206,0.0003923271,0.0005541773,0.0001439644,0.0003761883,0.001012648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007901349,0.0002000982,0.6367614,0.0001946493,0.00008313681,0.001254173,0.008430022,0.001099833,0.002165108,0.1665825,0.02459173,0.1578473],"study_design_scores_gemma":[0.0001238588,0.0003041854,0.8287502,0.0001518515,0.00004998443,0.0007220649,0.0322735,0.001469643,0.0006940644,0.02188354,0.1135144,0.00006268813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8650856,0.0008901036,0.0008446618,0.006390537,0.00007503158,0.00003190482,0.0001321469,0.00002314074,0.1265268],"genre_scores_gemma":[0.9974613,0.0001402999,0.0001006494,0.000134859,0.000008378275,0.000003286724,0.00001880512,0.000001915667,0.002130403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01299887,"threshold_uncertainty_score":0.02584642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2188690809","doi":"10.6126/apmr.2004.9.5.07","title":"Long-Term Trend Analysis of Online Trading --A Stochastic Order Switching Model","year":2004,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Order (exchange); Term (time); Service (business); Investment (military); Business; Stock (firearms); Computer science; Preference; Trading strategy; Finance; Economics; Marketing; Microeconomics; Engineering","authors":[{"name":"Shanling Li","is_ca":true},{"name":"Zi-Li Ouyang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02980754914166456,"gpt":0.2814834620372212,"spread":0.2516759128955566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00481901,0.0008845259,0.001600754,0.001590735,0.000508798,0.001968517,0.001875527,0.001913735,0.004929801],"category_scores_gemma":[0.01464107,0.0006267761,0.001727938,0.001351094,0.001080442,0.002293304,0.0008270004,0.002018808,0.000854725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190265,"about_ca_system_score_gemma":0.001085718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0156157,"about_ca_topic_score_gemma":0.007999614,"domain_scores_codex":[0.9988826,0.0003367867,0.00007992271,0.0002129643,0.0002553062,0.0002324421],"domain_scores_gemma":[0.9908999,0.006254416,0.001309752,0.0002692915,0.0009267373,0.000339874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001553488,0.0001405216,0.01491053,0.0001328699,0.000225899,0.0006213956,0.0003128004,0.8397551,0.001962393,0.1247426,0.002497741,0.01454273],"study_design_scores_gemma":[0.000005971651,0.00001328386,0.0006678385,0.00000446764,0.00001769423,0.00002257894,0.00001759468,0.9934651,0.00005383474,0.005527752,0.000195347,0.000008438816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3449799,0.0009659362,0.6411764,0.002079428,0.0001422695,0.0001209801,0.001044686,0.0004712722,0.009019109],"genre_scores_gemma":[0.9764642,0.0007825152,0.01136018,0.0001471349,0.0001131906,0.0001140068,0.0007441689,0.0000665587,0.01020819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0156157,"threshold_uncertainty_score":0.03104961,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410589304","doi":"10.1016/j.apmrv.2025.100367","title":"Taiwan stock arbitrage strategy based on beta uncertainty","year":2025,"lang":"en","type":"article","venue":"Asia Pacific Management Review","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Canadian Academy of Psychosomatic Medicine","keywords":"Arbitrage; BETA (programming language); Financial economics; Statistical arbitrage; Business; Econometrics; Economics; Risk arbitrage; Computer science; Arbitrage pricing theory; Capital asset pricing model","authors":[{"name":"Hung‐Hsi Huang","is_ca":false},{"name":"Ching-Ping Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02666570481317268,"gpt":0.245408790682842,"spread":0.2187430858696694,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001310535,0.0003078998,0.0003827061,0.00150994,0.0002247033,0.001231593,0.0003068068,0.0004371296,0.0008101032],"category_scores_gemma":[0.007618462,0.0001294005,0.0003785789,0.0009687238,0.0003211927,0.00118264,0.0005461258,0.0003511585,0.0001083703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005507601,"about_ca_system_score_gemma":0.0003242553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002641165,"about_ca_topic_score_gemma":0.002468834,"domain_scores_codex":[0.9994242,0.0001274774,0.00006062935,0.0001018168,0.0001819917,0.0001038006],"domain_scores_gemma":[0.9958534,0.001491375,0.001885254,0.0002049431,0.0003693847,0.0001955307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002032375,0.00006385231,0.9526832,0.00006313013,0.0001965531,0.001135572,0.000503604,0.01179673,0.002673014,0.002774971,0.0003765353,0.02752968],"study_design_scores_gemma":[0.00002795325,0.000338943,0.8669964,0.00004500243,0.000214583,0.001011382,0.0007072315,0.1221908,0.002233106,0.00518362,0.001007953,0.00004311725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973123,0.0003136969,0.0009456861,0.0000617612,0.000002602884,0.00001038814,0.00005613589,0.000006995115,0.001290417],"genre_scores_gemma":[0.9996749,0.00005725264,0.00009586677,0.000004567044,0.000003184215,0.000002865486,0.00004557784,4.9473e-7,0.000115229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002641165,"threshold_uncertainty_score":0.006930828,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}