{"meta":{"query_hash":"68aa10d0a284","filters":{"venue":"Advances in competitiveness research"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/68aa10d0a284","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+competitiveness+research"},"results":[{"id":"W1499387714","doi":"","title":"Korea's Search for Gender Equality and Women's Career Growth","year":2004,"lang":"en","type":"article","venue":"Advances in competitiveness research","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Legislation; Agency (philosophy); Government (linguistics); Ratification; Harassment; Career development; Politics; Political science; Public relations; Economics; Sociology; Law","score_opus":0.13538410668971512,"score_gpt":0.4410236760056852,"score_spread":0.3056395693159701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1499387714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90048516,0.009007949,0.0020747716,0.0014458704,0.00031008327,0.0013645545,0.000051455092,0.000097196935,0.08516295],"genre_scores_gemma":[0.98461705,0.013445064,0.0007380944,0.00004296996,0.0002578757,0.000504536,0.000006431873,0.000023865077,0.00036409902],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99588305,0.0009044324,0.00022501904,0.00058517343,0.0011373619,0.0012649642],"domain_scores_gemma":[0.996748,0.0020237586,0.000033263408,0.00023639518,0.0007270257,0.00023157289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005986424,0.00014834249,0.00028830598,0.0002725096,0.00066909235,0.000113162314,0.00053606037,0.00013209457,0.00010370891],"category_scores_gemma":[0.00061460445,0.00015109929,0.00003954545,0.0007976421,0.0016718883,0.00062431215,0.0002296355,0.00046242372,0.000014223087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023788598,0.00022646323,0.30470207,0.00041026913,0.000018919141,0.000017896642,0.0447979,0.0002589652,0.00015351134,0.63901955,0.0000054683883,0.010151112],"study_design_scores_gemma":[0.003756773,0.00040764836,0.34191358,0.000449603,0.00000429619,0.0000030005256,0.20862941,0.000009105777,0.0014414474,0.33357453,0.10905878,0.0007517955],"about_ca_topic_score_codex":0.0012792912,"about_ca_topic_score_gemma":0.006361433,"teacher_disagreement_score":0.305445,"about_ca_system_score_codex":0.0009785269,"about_ca_system_score_gemma":0.0005437122,"threshold_uncertainty_score":0.61616504},"labels":[],"label_agreement":null},{"id":"W1504433775","doi":"","title":"The Virtual Tourist: Using the Virtual World to Promote the Real One","year":2010,"lang":"en","type":"article","venue":"Advances in competitiveness research","topic":"Digital Games and Media","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metaverse; The Internet; World Wide Web; Novelty; Computer science; Virtual world; Narrative; Virtual reality; Avatar; Multimedia; Internet privacy; Sociology; Human–computer interaction; Psychology; Art; Social psychology","score_opus":0.0660464727687893,"score_gpt":0.4387440694678337,"score_spread":0.37269759669904434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1504433775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6035899,0.0005711276,0.00012004406,0.011204203,0.0016933493,0.0013621344,0.000017264627,0.000041393832,0.3814006],"genre_scores_gemma":[0.9713392,0.0014471053,0.00013099522,0.00012360647,0.0010130428,0.0001385523,0.000001593307,0.00001947668,0.025786422],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99641484,0.0007586319,0.00023062104,0.0003238646,0.0014170422,0.00085499196],"domain_scores_gemma":[0.9956941,0.0032715434,0.000053099873,0.0004705513,0.0003432008,0.00016750876],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005632314,0.000121103316,0.00015730652,0.000108796536,0.0014536069,0.00048691817,0.0015065502,0.000054210424,0.00010659845],"category_scores_gemma":[0.00155588,0.000064776046,0.0000567876,0.0014315168,0.0025314777,0.0004239697,0.0004548798,0.0009782099,0.00004869611],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010476735,0.00008589055,0.0020562557,0.000004287228,0.000008676015,0.00001174296,0.0071650567,0.00013375834,0.00084720633,0.47318584,0.000032853448,0.5163637],"study_design_scores_gemma":[0.00013709979,0.000094733616,0.003779936,0.00008082969,0.00000212481,7.575181e-7,0.01249677,0.00005947057,0.0004844567,0.0031934748,0.9795605,0.00010984554],"about_ca_topic_score_codex":0.0011457944,"about_ca_topic_score_gemma":0.12848772,"teacher_disagreement_score":0.97952765,"about_ca_system_score_codex":0.0001373447,"about_ca_system_score_gemma":0.00046922403,"threshold_uncertainty_score":0.99984634},"labels":[],"label_agreement":null},{"id":"W1514657314","doi":"","title":"China or NAFTA: The World's Largest Market in the 21st Century?","year":2003,"lang":"en","type":"article","venue":"Advances in competitiveness research","topic":"Global Financial Crisis and Policies","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Superpower; China; World economy; Politics; Capitalism; Dominance (genetics); Economics; World War II; Population; Economy; World population; Development economics; International trade; Political science; Political economy; Developing country; Economic growth; Sociology; Law","score_opus":0.05121624515983364,"score_gpt":0.3492729015717793,"score_spread":0.2980566564119457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1514657314","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.064344205,0.033495273,0.000030761483,0.0028499532,0.00052795425,0.00059828063,0.00012325798,0.000010909826,0.89801943],"genre_scores_gemma":[0.9720008,0.025196983,0.00005724765,0.0002541642,0.000093632596,0.00015527646,0.0000044583367,0.000015363674,0.0022220789],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977637,0.0005272054,0.0004510191,0.0003767136,0.00017015921,0.0007111974],"domain_scores_gemma":[0.9984552,0.0008957506,0.00009102527,0.0004624084,0.00005422506,0.000041377247],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0044943267,0.00015398039,0.00032016935,0.00036742826,0.0003110364,0.00014153865,0.0008099437,0.00005627442,0.0010843729],"category_scores_gemma":[0.00081481953,0.00010014358,0.00006739062,0.002164219,0.00032860457,0.0003124919,0.000113209004,0.000631215,0.00016135066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046758007,0.00012270971,0.10284514,0.000026135202,0.0000032169103,0.000019456664,0.0004854016,0.000066074026,5.755331e-7,0.89448684,0.00016999988,0.0017277108],"study_design_scores_gemma":[0.00028508602,0.00003921486,0.2505411,0.00004723347,4.0837037e-7,0.000004017155,0.0015178368,0.000019370189,0.000014515195,0.027664833,0.719756,0.00011038228],"about_ca_topic_score_codex":0.0009781247,"about_ca_topic_score_gemma":0.011166312,"teacher_disagreement_score":0.9076566,"about_ca_system_score_codex":0.00014726729,"about_ca_system_score_gemma":0.00005559997,"threshold_uncertainty_score":0.99982876},"labels":[],"label_agreement":null},{"id":"W1527889864","doi":"","title":"Commentary: Threats to Competitiveness in a Political Environment","year":2004,"lang":"en","type":"article","venue":"Advances in competitiveness research","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nothing; Revenue; Politics; Government (linguistics); Taxpayer; Competition (biology); Law; Economics; Political science; Finance","score_opus":0.05848914584450389,"score_gpt":0.4364782093741066,"score_spread":0.3779890635296027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1527889864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50948524,0.005093813,0.0012395341,0.29888108,0.00053689326,0.0030959835,0.0005457128,0.00007305498,0.18104869],"genre_scores_gemma":[0.99331445,0.002281859,0.00032283954,0.0031793995,0.00020054924,0.00020948195,0.0000072120465,0.000017357645,0.00046682789],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961735,0.0007422104,0.00026663212,0.00048539633,0.0009420908,0.0013901823],"domain_scores_gemma":[0.99835414,0.0008467811,0.000028097702,0.0002665077,0.00006726484,0.00043719224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016513246,0.00014733833,0.00027608947,0.00041488043,0.00035038794,0.00006122654,0.00057945837,0.00008425199,0.0003956141],"category_scores_gemma":[0.00026741484,0.00016995892,0.000042938314,0.0010096277,0.0010691242,0.0004186096,0.00019840755,0.00047474718,0.00015790823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009522446,0.00026050245,0.049912605,0.00002557112,0.0000031311995,0.0001942368,0.0032036435,0.0019454671,0.000035856177,0.9384195,0.000019296309,0.005884916],"study_design_scores_gemma":[0.0011694019,0.00012442784,0.12921293,0.0005120281,0.0000010674197,0.0000021027097,0.0043527875,0.0000035688035,0.0004548719,0.068761334,0.7951275,0.00027795392],"about_ca_topic_score_codex":0.12574458,"about_ca_topic_score_gemma":0.40919375,"teacher_disagreement_score":0.86965823,"about_ca_system_score_codex":0.0029679805,"about_ca_system_score_gemma":0.00045266858,"threshold_uncertainty_score":0.8800772},"labels":[],"label_agreement":null},{"id":"W1583995419","doi":"","title":"Integrated Corporate and Product Brand Communication (1)","year":2003,"lang":"en","type":"article","venue":"Advances in competitiveness research","topic":"Marketing and Advertising Strategies","field":"Business, Management and Accounting","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corporate communication; Corporate branding; Marketing; Business; Product (mathematics); Marketing communication; Brand extension; Brand management; Service (business); Integrated marketing communications; Brand equity; Marketing management; Relationship marketing; Corporate governance","score_opus":0.0654907392102657,"score_gpt":0.33593461828918586,"score_spread":0.27044387907892015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1583995419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71053076,0.013411247,0.0002601598,0.00056415756,0.00019618779,0.00044852792,0.0000022488887,0.00009653328,0.27449018],"genre_scores_gemma":[0.9966106,0.0022974315,0.00044582295,0.00005144737,0.000059889644,0.000038201968,0.000016620568,0.000015353138,0.00046466975],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99864095,0.00026131648,0.00019586396,0.00031248227,0.00027242376,0.0003169493],"domain_scores_gemma":[0.99886465,0.00038747434,0.000093593066,0.00027530914,0.0003678287,0.000011162565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023789522,0.00011908816,0.00016849382,0.00032608645,0.00030494513,0.00029590412,0.00022239056,0.00003121366,0.00011183037],"category_scores_gemma":[0.0009155026,0.00010798367,0.000015094233,0.00096621533,0.00041557633,0.0011965508,0.00011444899,0.00034260374,0.000026895119],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018138537,0.0001584321,0.38785142,0.00077876577,0.000009555011,0.000025219655,0.00007726008,0.00031076767,0.0008694494,0.5616078,0.00007111447,0.048058853],"study_design_scores_gemma":[0.0015369755,0.000027964521,0.10108543,0.0017776765,0.000007613204,0.0000106728285,0.0025897308,0.0014716369,0.0010690562,0.14124438,0.7486638,0.00051508745],"about_ca_topic_score_codex":0.00026428563,"about_ca_topic_score_gemma":0.00055990816,"teacher_disagreement_score":0.7485927,"about_ca_system_score_codex":0.000031676343,"about_ca_system_score_gemma":0.000046845726,"threshold_uncertainty_score":0.44034463},"labels":[],"label_agreement":null},{"id":"W210698053","doi":"","title":"Outsourcing for Financial Success? an Exploratory Study","year":2009,"lang":"en","type":"article","venue":"Advances in competitiveness research","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Outsourcing; Offshoring; Business; Payroll; Knowledge process outsourcing; Competitive advantage; Purchasing; Information technology; Industrial organization; Marketing; Accounting","score_opus":0.05782224286825944,"score_gpt":0.3759477883994249,"score_spread":0.31812554553116545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W210698053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9459586,0.001008232,0.023308663,0.0018184566,0.00091038714,0.0034769746,0.00000778787,0.00029801685,0.023212861],"genre_scores_gemma":[0.99755657,0.000044409204,0.00020858993,0.00043436943,0.0012183286,0.0003061537,0.00002440985,0.000028622644,0.00017853554],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974233,0.00014621794,0.00034862765,0.00064592314,0.0006909905,0.00074497936],"domain_scores_gemma":[0.9987433,0.00030049047,0.00008480984,0.00041618812,0.0004275843,0.0000276239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034498384,0.00021366155,0.00032766323,0.0008692146,0.00051873765,0.0003794919,0.00066839973,0.000055263125,0.000072019495],"category_scores_gemma":[0.00044861226,0.00021260574,0.000060412927,0.0010890892,0.00010424498,0.0025152713,0.00021642601,0.0003461129,0.000049553164],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011789572,0.0041975942,0.6315691,0.0007077825,0.00002133132,0.00025115962,0.0030510605,0.033361495,0.00024412572,0.121422574,0.00022798803,0.20376685],"study_design_scores_gemma":[0.0075581726,0.0012930037,0.31569162,0.00068750116,0.000037586524,0.0000013062289,0.046173077,0.02579258,0.00018136298,0.058933593,0.5421527,0.0014974673],"about_ca_topic_score_codex":0.00010648324,"about_ca_topic_score_gemma":0.0020188172,"teacher_disagreement_score":0.5419247,"about_ca_system_score_codex":0.00010237661,"about_ca_system_score_gemma":0.000047676956,"threshold_uncertainty_score":0.866981},"labels":[],"label_agreement":null}]}