{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"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"},"query_hash":"d1633057faa6","filters":{"venue":"Current Issues in Auditing"}},"results":[{"id":"W2135836107","doi":"10.2308/ciia-50476","title":"An Interview Study to Understand the Reasons Clients Change Audit Firms and the Client's Perceived Value of the Audit Service","year":2013,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":59,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Audit; Business; Accounting; Joint audit; Auditor independence; Audit evidence; Auditor's report; Audit plan; Quality audit; Service (business); Value (mathematics); Internal audit; Marketing","retraction":null,"screen_n_in":null,"score":{"opus":0.04003818025370246,"gpt":0.2918791672785409,"spread":0.2518409870248384,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002141233,0.0003792751,0.0004543671,0.0001417105,0.0006277215,0.0005560688,0.001531377,0.00004366826,0.0002449244],"category_scores_gemma":[0.003053169,0.0002166838,0.0001082812,0.001131237,0.0002492566,0.00112661,0.001772131,0.0005049924,0.0001959437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006388,"about_ca_system_score_gemma":0.00001336141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003315963,"about_ca_topic_score_gemma":0.001471728,"domain_scores_codex":[0.9971119,0.0003220683,0.0006656217,0.0006218694,0.0007195324,0.0005590791],"domain_scores_gemma":[0.9932991,0.0002562116,0.005238373,0.0009327152,0.0002416818,0.00003195775],"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":[0.0001304034,0.001720227,0.4293707,0.002166496,0.0002732761,0.000008817913,0.08598964,0.00128473,0.00008377331,0.0240378,0.02104407,0.4338901],"study_design_scores_gemma":[0.001811366,0.00004440824,0.8985719,0.001847963,0.0001841744,0.000001327037,0.03961726,0.007631625,0.000004444362,0.001797955,0.04804039,0.0004471983],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778695,0.0007479553,0.0008120514,0.01485003,0.001086062,0.003461279,0.000006709717,0.00008031355,0.001086087],"genre_scores_gemma":[0.9953444,0.0001645926,0.00003177976,0.002858321,0.001126583,0.0002468758,0.000008374333,0.00005084679,0.0001681993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4692012,"threshold_uncertainty_score":0.8836109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1986110121","doi":"10.2308/ciia-50116","title":"Clients' Preferred Relationship Approach with their Financial Statement Auditor","year":2011,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":43,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Audit; Auditor independence; Accounting; Financial statement; Business; Joint audit; Audit substantive test; Auditor's report; Audit evidence; External auditor; Chief audit executive; Internal audit","retraction":null,"screen_n_in":null,"score":{"opus":0.09917924838411266,"gpt":0.2925704176311755,"spread":0.1933911692470629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007701776,0.0002559837,0.0002638858,0.0002447482,0.0002322686,0.0001314168,0.0003202277,0.0000710065,0.0002444071],"category_scores_gemma":[0.0001970384,0.0002141613,0.00005766905,0.000558514,0.0000655847,0.001049704,0.0001817334,0.0003662408,0.0002128623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006479017,"about_ca_system_score_gemma":0.00003267044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002774858,"about_ca_topic_score_gemma":0.0001729592,"domain_scores_codex":[0.9982648,0.00004184036,0.0005189496,0.0004267301,0.0003070558,0.0004405477],"domain_scores_gemma":[0.9990771,0.0000545144,0.0004215511,0.0003087248,0.0001168742,0.00002119779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002858246,0.001591713,0.8704113,0.002042657,0.00004008495,0.00001347939,0.00948595,0.0003585025,0.00001251423,0.06711754,0.01156656,0.03707391],"study_design_scores_gemma":[0.002227871,0.00004867463,0.6541436,0.0009865017,0.00008648845,0.000002115855,0.004770495,0.004991783,0.00008115564,0.00974432,0.3217979,0.001119173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962603,0.0005800152,0.002486225,0.0002238725,0.001723123,0.0006900387,0.00001220636,0.0002752379,0.03140627],"genre_scores_gemma":[0.9966919,0.00001286986,0.00073646,0.0001894096,0.001985485,0.00009826879,0.0001368783,0.00003073889,0.000117945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3102313,"threshold_uncertainty_score":0.8733244,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3162715356","doi":"10.2308/ciia-2020-043","title":"Robotic Process Automation for the Extraction of Audit Information: A Use Case","year":2021,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Robotic Process Automation Applications","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Information technology audit; Audit; Audit plan; Computer science; Financial statement; Outsourcing; Audit trail; Audit evidence; Accounting; Joint audit; Business; Process management; Computer security; Internal audit; Marketing","retraction":null,"screen_n_in":null,"score":{"opus":0.0332397894195504,"gpt":0.3345866778430685,"spread":0.3013468884235181,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001868678,0.0001037963,0.0001357111,0.00009870791,0.0001024205,0.0000904238,0.00009554793,0.00004380336,0.00003818747],"category_scores_gemma":[0.0006659057,0.00009896499,0.00003905591,0.0004584884,0.00002362523,0.001043279,0.00001784632,0.0001291753,0.0000163292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007893994,"about_ca_system_score_gemma":0.00004336381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005922633,"about_ca_topic_score_gemma":0.00001626748,"domain_scores_codex":[0.9991072,0.00001592221,0.0004841995,0.00009837937,0.0001472864,0.0001470519],"domain_scores_gemma":[0.9989539,0.0003653051,0.0001857149,0.0002083469,0.0002624939,0.0000241724],"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":[0.000001527526,0.00003429158,0.0002303872,0.00117987,0.0000152292,0.000003749597,0.002106436,0.9224831,0.0001688723,0.002469545,0.0006263379,0.0706806],"study_design_scores_gemma":[0.0002313296,0.000003948614,0.001481288,0.0001956849,0.00002762704,0.0001344827,0.0009386657,0.9890389,0.003139845,0.000535945,0.004150808,0.0001214969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05533623,0.001485713,0.9404817,0.000517224,0.0008264478,0.0007300117,0.00002597833,0.0003927259,0.0002039432],"genre_scores_gemma":[0.9923517,0.0001166223,0.006930474,0.00001237958,0.00009745514,0.0003779072,0.00007734217,0.0000144166,0.00002176405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9370154,"threshold_uncertainty_score":0.4035675,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2566942641","doi":"10.2308/ciia-51650","title":"Why Audit Committees Oppose Mandatory Audit Firm Rotation: Interview Evidence from Canada","year":2016,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Accounting; Audit; Audit committee; Joint audit; Auditor independence; Business; Chief audit executive; Audit evidence; Shareholder; External auditor; Audit plan; Auditor's report; Audit substantive test; Information technology audit; Independence (probability theory); Internal audit; Corporate governance; Finance","retraction":null,"screen_n_in":null,"score":{"opus":0.03312326236395868,"gpt":0.2701927356153535,"spread":0.2370694732513948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00091037,0.00049565,0.0005380855,0.0002344084,0.0003028767,0.0003665815,0.001116154,0.00007595163,0.003040851],"category_scores_gemma":[0.01087731,0.0004362311,0.0001151268,0.0006026521,0.0001336928,0.002506073,0.001028295,0.0004126197,0.0007334444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005753962,"about_ca_system_score_gemma":0.0001319973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1417154,"about_ca_topic_score_gemma":0.2395203,"domain_scores_codex":[0.9964522,0.00009913127,0.0008895762,0.0008976838,0.0009052071,0.00075622],"domain_scores_gemma":[0.9901726,0.0005856246,0.008290283,0.0006627595,0.0002413858,0.00004731852],"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":[0.00001845311,0.00006514304,0.1503574,0.0006148786,0.00004478989,0.00008028392,0.0001677439,0.00007022318,0.000152909,0.0008007546,0.3440796,0.5035478],"study_design_scores_gemma":[0.0006211858,0.0000086441,0.07730358,0.008481756,0.00005265579,9.214726e-7,0.0002291888,0.0003478805,0.0001210722,0.0009489115,0.9112574,0.0006267846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7962569,0.03111649,0.08239858,0.06348787,0.01375896,0.002129724,0.0001758818,0.001076262,0.00959932],"genre_scores_gemma":[0.9900943,0.001172361,0.0002498441,0.003147315,0.004046705,0.0001189203,0.00006636087,0.00008396713,0.001020233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5671778,"threshold_uncertainty_score":0.999809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2118220810","doi":"10.2308/ciia-51288","title":"Comments of the Standards Committee of the Auditing Section of the American Accounting Association on the SEC's Concept Release No. 33-9862; 34-75344 File No. S7-13-15, <i>Possible Revisions to Audit Committee Disclosures</i>","year":2015,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Accounting; Section (typography); Commission; Audit; Political science; Business; Association (psychology); Library science; Law; Psychology; Computer science; Advertising","retraction":null,"screen_n_in":null,"score":{"opus":0.01602113187374374,"gpt":0.2712639935791732,"spread":0.2552428617054294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0036843,0.0004582971,0.000728007,0.0001616093,0.0008992273,0.0002350643,0.001870675,0.00009210723,0.0002984008],"category_scores_gemma":[0.06203007,0.0002818386,0.0003573715,0.002182582,0.0004042973,0.0006087438,0.002089849,0.001125576,0.00006266027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000726974,"about_ca_system_score_gemma":0.0001410334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001550278,"about_ca_topic_score_gemma":0.0004528741,"domain_scores_codex":[0.9946228,0.0005119659,0.001324937,0.0005291161,0.002336166,0.0006750073],"domain_scores_gemma":[0.9717172,0.001239799,0.02425766,0.001218086,0.001531469,0.00003579144],"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":[0.00006180091,0.0002356307,0.3243645,0.000438863,0.00009279675,7.294609e-7,0.001197306,0.003780453,0.0002759632,0.0008283331,0.6526363,0.01608731],"study_design_scores_gemma":[0.00120635,0.00007208041,0.2312266,0.007185213,0.0001976137,6.184111e-7,0.002876861,0.003111011,0.001230241,0.0005580932,0.7517674,0.0005679607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958583,0.000295104,0.0009518067,0.01179833,0.005880171,0.002435371,0.0009642214,0.0001295471,0.01896243],"genre_scores_gemma":[0.994999,0.00003953257,0.00007921145,0.001733088,0.002063352,0.00008030175,0.00004171821,0.00007199092,0.0008918016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09913108,"threshold_uncertainty_score":0.9999634,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3034383064","doi":"10.2308/ciia-2019-511","title":"The Effects of Accounting Standard Precision, Auditor Task Expertise, and Judgment Frameworks on Audit Firm Litigation Exposure","year":2020,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Audit; Accounting; Business; Task (project management); Litigation risk analysis; Audit risk; Actuarial science; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.008968605955201022,"gpt":0.2466863247673873,"spread":0.2377177188121863,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007551615,0.0003837467,0.0004501547,0.0001438928,0.0004649005,0.0004976942,0.0005024899,0.0001506997,0.00005272463],"category_scores_gemma":[0.03152674,0.0003284725,0.00009647541,0.0006391539,0.0001497351,0.0008731017,0.0006241321,0.0008605206,0.00006688838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216847,"about_ca_system_score_gemma":0.00002289163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003135135,"about_ca_topic_score_gemma":0.00001236554,"domain_scores_codex":[0.9970074,0.00005931692,0.0007925731,0.0006731179,0.0009175064,0.000550039],"domain_scores_gemma":[0.9910933,0.0008150851,0.007480114,0.0003531845,0.0002199828,0.00003827696],"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":[0.0001549476,0.00009413549,0.04501488,0.002250552,0.00005256999,0.00001835667,0.002005547,0.0005969822,0.0006835798,0.004745443,0.04000548,0.9043775],"study_design_scores_gemma":[0.002196232,0.0002321375,0.05494018,0.008052553,0.0001054615,6.006852e-7,0.001262872,0.008055703,0.001570452,0.003149161,0.9194735,0.0009610917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381154,0.009460145,0.03505432,0.008739964,0.00530132,0.001693433,0.00001371821,0.0003264275,0.001295331],"genre_scores_gemma":[0.9933158,0.0008951705,0.0002402131,0.0008191068,0.004480576,0.0001087884,0.00002014203,0.00006087494,0.00005934601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9034165,"threshold_uncertainty_score":0.9999167,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386554307","doi":"10.2308/ciia-2023-007","title":"Implications of Divided Responsibility in Audits Involving Component Auditors","year":2023,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"Fox School of Business, Temple University; Brock University; De La Salle University; Temple University","keywords":"Audit; Accounting; Business; Quality audit; Audit evidence; Auditor's report; Auditor independence; Joint audit; Audit plan; Chief audit executive; External auditor; Walk-through test; Work (physics); Internal audit; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.03361719428252476,"gpt":0.3047947937136812,"spread":0.2711775994311564,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002144879,0.0003097747,0.0004994142,0.001034387,0.0001786391,0.0001287684,0.0006477954,0.00007873393,0.0001605276],"category_scores_gemma":[0.01939212,0.0003544873,0.0001132176,0.003072356,0.0001394833,0.0009685731,0.001024271,0.0004761438,0.0004163723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002398397,"about_ca_system_score_gemma":0.00003676026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004777154,"about_ca_topic_score_gemma":0.0004936451,"domain_scores_codex":[0.9969072,0.00007814797,0.001071322,0.0007048476,0.0005346432,0.0007037831],"domain_scores_gemma":[0.9910676,0.0004494787,0.007710249,0.0005767153,0.0001736006,0.00002231952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002770096,0.0002148069,0.8529763,0.0009696446,0.00001595741,0.00001601554,0.0005869824,0.002883204,0.001522515,0.01254477,0.01349451,0.1147476],"study_design_scores_gemma":[0.0005941154,0.000006269098,0.899056,0.001166802,0.00001435032,3.208607e-7,0.0004106908,0.00384654,0.0001235249,0.008853179,0.08555232,0.0003758564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899622,0.0005656828,0.001934637,0.001871351,0.00149752,0.0006457061,0.00001426274,0.0003774313,0.003131261],"genre_scores_gemma":[0.9979383,0.0002044832,0.0001401286,0.0001057099,0.001201566,0.0001076925,0.00009998614,0.00004991738,0.0001522489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1143717,"threshold_uncertainty_score":0.9998907,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387190850","doi":"10.2308/1936-1270-17.2.i","title":"Covers and Front Matter","year":2023,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; McMaster University","funders":"James Madison University","keywords":"Front (military); Business; Engineering; Mechanical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.05883885270651628,"gpt":0.2689318503030887,"spread":0.2100929975965725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003958232,0.00008093462,0.000207379,0.0001988656,0.00007503106,0.00006500766,0.00008905323,0.00002283861,0.005050662],"category_scores_gemma":[0.00007487102,0.00009728071,0.00003180118,0.0001229136,0.00006314376,0.0001506984,0.0001422408,0.00007280133,0.06399282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004482907,"about_ca_system_score_gemma":0.000002463935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004192634,"about_ca_topic_score_gemma":0.000004667447,"domain_scores_codex":[0.9991531,0.000004553416,0.0002767267,0.0003082065,0.00001684603,0.0002405026],"domain_scores_gemma":[0.9997002,0.00003574662,0.0001135867,0.0001135401,0.000005265158,0.0000316244],"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":[0.000002379094,0.00001763354,0.3441801,0.00004839648,0.00001609782,0.000005663413,0.002790879,0.0000949106,0.000001762346,0.01058866,0.638974,0.003279478],"study_design_scores_gemma":[0.0003007325,0.000004816023,0.05098453,0.00005380178,0.000001692846,7.97036e-7,0.001131727,0.001986653,0.000006579434,0.00651745,0.9388185,0.0001927687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5439433,0.01119052,0.00007974963,0.001213407,0.00839012,0.0002153526,0.0003294864,0.0001238815,0.4345142],"genre_scores_gemma":[0.8841935,0.002979785,0.0001551039,0.000142242,0.0002900387,0.00002861356,0.00002747088,0.0000211137,0.1121621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3402502,"threshold_uncertainty_score":0.9958588,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7113901995","doi":"10.2308/ciia-2024-051","title":"The State of the Literature on the Effect of Auditors’ Mindset on Audit Quality: Implications for Practice","year":2025,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Auditing, Earnings Management, Governance","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":"Toronto Metropolitan University; York University","funders":"","keywords":"Mindset; Audit; Auditor independence; Information technology audit; Audit plan; Internal audit","retraction":null,"screen_n_in":null,"score":{"opus":0.01515575131717844,"gpt":0.3293139645659314,"spread":0.314158213248753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002893338,0.0002613476,0.0003133198,0.0001482383,0.0005636144,0.0002533879,0.0009592759,0.00004846197,0.000009380804],"category_scores_gemma":[0.059318,0.0001436606,0.0001873871,0.001160611,0.0001741654,0.0003437256,0.0004187466,0.0005097017,0.00001780402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008308147,"about_ca_system_score_gemma":0.00002731342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005072742,"about_ca_topic_score_gemma":0.00003930554,"domain_scores_codex":[0.9979909,0.0002079785,0.0006625711,0.000374419,0.0004060586,0.0003580452],"domain_scores_gemma":[0.9830599,0.005527796,0.0103077,0.0007998894,0.000297756,0.00000691697],"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":[0.0003678004,0.0002201501,0.022369,0.002506143,0.0001870933,7.844088e-7,0.0008024705,0.002202983,0.0003308595,0.2017624,0.1485551,0.6206952],"study_design_scores_gemma":[0.0006382667,0.00005168447,0.04227038,0.003258353,0.0001038954,1.746969e-7,0.000248364,0.0003400226,0.001323418,0.007558544,0.9440041,0.0002028298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8045385,0.00526291,0.01085269,0.1339642,0.01011445,0.007687969,0.0002955353,0.0002181171,0.0270656],"genre_scores_gemma":[0.9965563,0.0001745257,0.00003227531,0.0007649388,0.00100957,0.000314755,0.0000260575,0.00002837876,0.001093224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7954489,"threshold_uncertainty_score":0.9486058,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}