{"meta":{"query_hash":"3bd266b486c1","filters":{"venue":"European Business Organization Law Review"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/3bd266b486c1","api":"https://metacan.xera.ac/api/v1/cohort?venue=European+Business+Organization+Law+Review"},"results":[{"id":"W2014722891","doi":"10.1017/s156675290400223x","title":"Reform of the Audit Process and the Role of Shareholder Voice: Transatlantic Perspectives","year":2004,"lang":"en","type":"article","venue":"European Business Organization Law Review","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Shareholder; Audit; Accounting; Corporate governance; Business; Auditor independence; Joint audit; Audit committee; Shareholder loan; Independence (probability theory); Internal audit; Finance","score_opus":0.0053861168565374805,"score_gpt":0.18926929130521566,"score_spread":0.1838831744486782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014722891","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":[0.42627564,0.14223742,0.06219243,0.087164246,0.0010125072,0.0100701675,0.000045545978,0.00093824737,0.2700638],"genre_scores_gemma":[0.99405795,0.0040295827,0.000022280588,0.0015288191,0.00020615167,0.000004065024,0.000011064895,0.00005589056,0.00008419095],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99885386,0.00004452761,0.00041162403,0.00023866595,0.00031922496,0.00013209853],"domain_scores_gemma":[0.9938953,0.000014611404,0.0049345284,0.00033797376,0.0008113599,0.0000062560653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005233144,0.00017093486,0.00029831353,0.000035644458,0.0002122026,0.00007986339,0.000501764,0.000016715485,0.00014836577],"category_scores_gemma":[0.002042465,0.00009896432,0.000051078703,0.0017604677,0.0003032676,0.0005949195,0.0002115886,0.00010358895,0.000056997094],"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":[0.00002654868,0.00022406179,0.005078041,0.018193364,0.00012703321,0.000004669091,0.0015959494,0.00057626655,0.00047159803,0.95964473,0.0003575706,0.013700155],"study_design_scores_gemma":[0.0052578477,0.000015863672,0.45126125,0.025029918,0.0014942911,0.000028459002,0.0021206706,0.000059435934,0.0010704567,0.004301632,0.5083036,0.0010565616],"about_ca_topic_score_codex":0.00028504952,"about_ca_topic_score_gemma":0.000026768344,"teacher_disagreement_score":0.9553431,"about_ca_system_score_codex":0.000027659557,"about_ca_system_score_gemma":0.000023272929,"threshold_uncertainty_score":0.4035648},"labels":[],"label_agreement":null},{"id":"W2893274772","doi":"10.1007/s40804-018-0118-2","title":"The Regulation of Initial Coin Offerings in China: Problems, Prognoses and Prospects","year":2018,"lang":"en","type":"article","venue":"European Business Organization Law Review","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":48,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"China; Order (exchange); Business; Financial services; Investment (military); International trade; Finance; Political science; Law","score_opus":0.013722931685799166,"score_gpt":0.22603775804104514,"score_spread":0.21231482635524598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893274772","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":[0.7267089,0.029132383,0.0036253775,0.0118411295,0.0014962761,0.008397346,0.000013519919,0.0011591734,0.21762589],"genre_scores_gemma":[0.99740607,0.0014129516,0.00006637427,0.0005756215,0.00032563374,0.0000070037636,0.00003851648,0.00006171543,0.00010609195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9989026,0.000028720078,0.00047786953,0.0002506728,0.00017379438,0.0001663242],"domain_scores_gemma":[0.9985966,0.000016952708,0.00044020577,0.00020875815,0.00073045696,0.000007024175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005312676,0.00016241078,0.00022503699,0.00007343236,0.00020471861,0.00026401452,0.00020911713,0.000021984153,0.00005200282],"category_scores_gemma":[0.0009062457,0.00012389336,0.00001533445,0.0021485188,0.00026320803,0.0011285522,0.00023787792,0.00006485901,0.0001185461],"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":[0.000031296855,0.00022253348,0.058626924,0.017674256,0.000023196988,0.000012112881,0.00012518931,0.000013130967,0.0022799014,0.8821564,0.005037634,0.033797428],"study_design_scores_gemma":[0.00038369893,0.000018192244,0.7049516,0.006542949,0.000035783112,0.000011364737,0.0000037472466,0.00008131064,0.00040170547,0.0009151229,0.28637326,0.00028126748],"about_ca_topic_score_codex":0.000075308206,"about_ca_topic_score_gemma":0.00009024732,"teacher_disagreement_score":0.88124126,"about_ca_system_score_codex":0.00001774247,"about_ca_system_score_gemma":0.000016381777,"threshold_uncertainty_score":0.50522244},"labels":[],"label_agreement":null},{"id":"W2946397443","doi":"10.1007/s40804-019-00148-w","title":"The Rise of Hostile Takeovers and Defensive Measures in China: Comparative and Empirical Perspectives","year":2019,"lang":"en","type":"article","venue":"European Business Organization Law Review","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Shareholder; China; Corporate governance; Business; Market economy; Power (physics); Agency (philosophy); Balance (ability); Agency cost; Market for corporate control; Law and economics; Accounting; Economics; Law; Finance; Political science; Sociology","score_opus":0.02094478868481513,"score_gpt":0.231300706153914,"score_spread":0.21035591746909885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946397443","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":[0.92561793,0.061458103,0.0001423824,0.0033451638,0.00012349186,0.0006713164,0.000005328883,0.00003806573,0.008598235],"genre_scores_gemma":[0.98164934,0.017451989,0.000011471854,0.0007198159,0.00006589582,0.0000012483238,0.000005605593,0.000019930963,0.00007469929],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99927413,0.000050540122,0.00023356787,0.00021260392,0.00013140019,0.000097769],"domain_scores_gemma":[0.9989682,0.000034653902,0.000309074,0.00015751497,0.0005240955,0.0000065007575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028857111,0.000125134,0.0002576188,0.000030232666,0.00010418535,0.00008349485,0.00010918174,0.000013701591,0.000035231726],"category_scores_gemma":[0.00028029433,0.00008900742,0.000014331142,0.001073298,0.00013648797,0.0004956897,0.000102579506,0.00006645184,0.0000712639],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006325424,0.00015202154,0.81828445,0.004004695,0.000048082,0.000022316639,0.0011728491,0.0001303648,0.00027564928,0.16009136,0.010809669,0.0049452614],"study_design_scores_gemma":[0.00029638648,0.0000044782164,0.85856616,0.00088361074,0.0000274389,0.0000024747374,0.0001111072,0.000034374083,0.0000059613108,0.00004268883,0.13991047,0.00011484079],"about_ca_topic_score_codex":0.00011849822,"about_ca_topic_score_gemma":0.00007263819,"teacher_disagreement_score":0.16004866,"about_ca_system_score_codex":0.000011512254,"about_ca_system_score_gemma":0.000015192164,"threshold_uncertainty_score":0.36296174},"labels":[],"label_agreement":null},{"id":"W3152574556","doi":"10.1007/s40804-021-00212-4","title":"Theory, Evidence, and Policy on Dual-Class Shares: A Country-Specific Response to a Global Debate","year":2021,"lang":"en","type":"article","venue":"European Business Organization Law Review","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":18,"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 governance; Common stock; China; Economics; Political science; Finance; Law","score_opus":0.02416582163614773,"score_gpt":0.2436320757243464,"score_spread":0.21946625408819867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152574556","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":[0.2984227,0.25989974,0.0134434495,0.27078632,0.0034021756,0.006250529,0.00059821946,0.0024177253,0.14477918],"genre_scores_gemma":[0.78617394,0.06152122,0.00012537577,0.14801848,0.002120054,0.000017169137,0.00019369187,0.00018582745,0.0016442154],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99824643,0.00018913127,0.00041668495,0.000553213,0.00033299078,0.00026153494],"domain_scores_gemma":[0.99777794,0.0000769994,0.00031301047,0.0005543264,0.0012442421,0.000033454693],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00087437645,0.0002777546,0.0003420351,0.00007032887,0.00025939188,0.0005482094,0.00025170186,0.000031532985,0.00047425707],"category_scores_gemma":[0.0032629897,0.00025511836,0.000033868935,0.005717802,0.000059615915,0.000937182,0.00031310346,0.00008194054,0.002511277],"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":[0.000294983,0.00017057263,0.0055737016,0.0037072613,0.00002753959,0.0007804745,0.000026037105,0.000065466884,0.00056438305,0.8965954,0.07969649,0.0124976495],"study_design_scores_gemma":[0.00025747452,0.000007646065,0.17672981,0.006721384,0.00003344984,0.000036178622,0.0000034867767,0.0000027112524,0.000011614853,0.00020614556,0.8157239,0.0002661921],"about_ca_topic_score_codex":0.00007040032,"about_ca_topic_score_gemma":0.000040787232,"teacher_disagreement_score":0.8963893,"about_ca_system_score_codex":0.00008869852,"about_ca_system_score_gemma":0.0001393272,"threshold_uncertainty_score":0.9999901},"labels":[],"label_agreement":null},{"id":"W3202833319","doi":"10.1007/s40804-021-00224-0","title":"Trustworthy AI and Corporate Governance: The EU’s Ethics Guidelines for Trustworthy Artificial Intelligence from a Company Law Perspective","year":2021,"lang":"en","type":"article","venue":"European Business Organization Law Review","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":100,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Corporate governance; Stakeholder; Autonomy; Business ethics; Business; Political science; Public relations; Harm; Law and economics; Data Protection Act 1998; Law; Sociology","score_opus":0.23724888374185196,"score_gpt":0.41407279877253433,"score_spread":0.17682391503068237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202833319","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005837702,0.05892831,0.017930204,0.8951262,0.001265778,0.0012583124,0.00021297071,0.00020799086,0.024486458],"genre_scores_gemma":[0.51366293,0.26974747,0.0022518644,0.21025962,0.003016716,0.000013816933,0.00026468976,0.00015609701,0.00062682637],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969482,0.0012257727,0.0006008733,0.0004343281,0.00051497744,0.0002758874],"domain_scores_gemma":[0.9861683,0.000549555,0.00052876497,0.000323772,0.012302351,0.0001272602],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.002908061,0.00021628088,0.0004024494,0.00001076755,0.0020197313,0.0006728098,0.0003835657,0.00012258693,0.00033559743],"category_scores_gemma":[0.015751678,0.00017607443,0.000075367745,0.0014440527,0.0008790273,0.0004971843,0.000145736,0.00044681385,0.00006609011],"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":[0.0000049359205,0.00003305624,0.0000257156,0.00012976093,0.000031518535,0.000009043008,0.0037157063,0.00002366255,0.000014555317,0.98943573,0.0037597136,0.0028166203],"study_design_scores_gemma":[0.00013161599,0.000019463441,0.0008663842,0.0015744934,0.00024268712,0.0000041403086,0.0025790029,0.00006655596,0.000084057436,0.0788517,0.91513383,0.00044606774],"about_ca_topic_score_codex":0.0038252005,"about_ca_topic_score_gemma":0.010028186,"teacher_disagreement_score":0.9113741,"about_ca_system_score_codex":0.000089595604,"about_ca_system_score_gemma":0.0006119114,"threshold_uncertainty_score":0.9992795},"labels":[],"label_agreement":null},{"id":"W4319317034","doi":"10.1007/s40804-023-00269-3","title":"FinTech-Bank Partnership in China’s Credit Market: Models, Risks and Regulatory Responses","year":2023,"lang":"en","type":"article","venue":"European Business Organization Law Review","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"General partnership; Business; Systemic risk; Business model; Sandbox (software development); Arbitrage; Financial services; Financial innovation; China; Limited partnership; Outsourcing; Industrial organization; Monopolistic competition; Finance; Economics; Marketing; Market economy; Financial crisis; Monopoly","score_opus":0.05661968655768311,"score_gpt":0.25403203961273224,"score_spread":0.19741235305504912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319317034","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":[0.29669917,0.04424557,0.004104753,0.02502025,0.0018934162,0.004193731,0.000053913805,0.005880088,0.6179091],"genre_scores_gemma":[0.98436403,0.00861208,0.000056317822,0.0031258299,0.00045260796,0.00001231294,0.00017567792,0.00019478195,0.0030063726],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99807465,0.00010149545,0.0006030032,0.00055726175,0.00029938418,0.0003642149],"domain_scores_gemma":[0.998711,0.000050806542,0.00034722133,0.00046508538,0.00040299117,0.000022929109],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014372098,0.00032396274,0.00041144597,0.00035009097,0.0002014544,0.00041468468,0.00038853177,0.00005804018,0.00031753123],"category_scores_gemma":[0.001839028,0.00031937085,0.000041703624,0.0050417916,0.0001564691,0.0020537344,0.0004901275,0.0001772848,0.0010506774],"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":[0.00012189246,0.0002353726,0.036842383,0.022023562,0.000051014762,0.00057419075,0.00011668225,0.00053009926,0.00027954194,0.5847193,0.32867032,0.025835637],"study_design_scores_gemma":[0.00042595557,0.0000057249135,0.51350504,0.0059981546,0.00005662377,0.000017915865,0.000010222187,0.0009167631,0.000020659067,0.0017313575,0.4767132,0.0005983825],"about_ca_topic_score_codex":0.0001305397,"about_ca_topic_score_gemma":0.000039752398,"teacher_disagreement_score":0.68766487,"about_ca_system_score_codex":0.000046986774,"about_ca_system_score_gemma":0.000032772863,"threshold_uncertainty_score":0.99992585},"labels":[],"label_agreement":null},{"id":"W4402827180","doi":"10.1007/s40804-024-00326-5","title":"How It Matters Who Makes Corporate Rules","year":2024,"lang":"en","type":"article","venue":"European Business Organization Law Review","topic":"Law, Economics, and Judicial Systems","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"European Union law; Business; Law and economics; Political science; Accounting; European union; Economics; International trade","score_opus":0.04183563129541753,"score_gpt":0.2022427152253638,"score_spread":0.16040708392994626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402827180","genre_codex":"review","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":[0.003851178,0.39671537,0.03824203,0.1871464,0.009685183,0.0022177498,0.0008791039,0.0014466863,0.3598163],"genre_scores_gemma":[0.73044956,0.2025759,0.0004042904,0.04805,0.0029087996,0.00002293924,0.0009433101,0.0006563616,0.013988866],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99826664,0.0000726706,0.00082806556,0.00055078015,0.000042607484,0.00023922075],"domain_scores_gemma":[0.9987833,0.000025263882,0.0005288461,0.00041425184,0.00016324398,0.00008511534],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007360752,0.00021460082,0.0006241449,0.000108836495,0.0001564163,0.0008617987,0.00032403134,0.000046403075,0.001004694],"category_scores_gemma":[0.00016226771,0.00026215528,0.0000861029,0.00090827624,0.000121415615,0.0007020936,0.00008904557,0.00009457591,0.011013165],"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":[7.3392715e-7,0.0000179197,0.0009819773,0.0030809492,0.0000526173,0.000028097447,0.000071836934,0.000007700019,0.000008801034,0.9104902,0.08440292,0.0008562182],"study_design_scores_gemma":[0.0001100594,0.0000068536847,0.0023267665,0.0021365704,0.000025706506,0.00002298942,0.000006755856,0.000047539874,0.0000098847395,0.0038712618,0.9910733,0.00036231734],"about_ca_topic_score_codex":0.000072145944,"about_ca_topic_score_gemma":0.00001463433,"teacher_disagreement_score":0.9066704,"about_ca_system_score_codex":0.00009392785,"about_ca_system_score_gemma":0.000023887402,"threshold_uncertainty_score":0.9999831},"labels":[],"label_agreement":null}]}