{"meta":{"query_hash":"d1633057faa6","filters":{"venue":"Current Issues in Auditing"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/d1633057faa6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Current+Issues+in+Auditing"},"results":[{"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.09917924838411266,"score_gpt":0.29257041763117553,"score_spread":0.19339116924706287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986110121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887416,0.00039166538,0.00023307318,0.0012104438,0.000011350444,0.00003540736,0.00010087109,0.00001602456,0.009259622],"genre_scores_gemma":[0.9977227,0.0002537652,0.00021482946,0.0002158995,0.0000035871124,0.000011197104,0.000031030922,0.0000051519473,0.0015418647],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.98843133,0.0031359761,0.00072034576,0.00042745858,0.005248637,0.0020363466],"domain_scores_gemma":[0.97859657,0.006922885,0.004035444,0.0008450619,0.005948708,0.0036513098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006970532,0.00016979629,0.0004159535,0.0011801904,0.0034173278,0.0046621836,0.001250419,0.00074889284,0.008003195],"category_scores_gemma":[0.023150241,0.00027380572,0.00036488127,0.0012337855,0.0015573195,0.0010648506,0.0015311363,0.0014304386,0.00068248925],"study_design_candidate":"qualitative","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":[0.0004937287,0.00038374952,0.7416622,0.00027336925,0.000052319378,0.0014294022,0.10553951,0.00025587695,0.002220573,0.0025530488,0.00631535,0.13882086],"study_design_scores_gemma":[0.000030432442,0.00027600172,0.63338417,0.00041931955,0.00006340016,0.0029967492,0.3433232,0.001037579,0.0010590302,0.0008130331,0.016464856,0.00013220006],"about_ca_topic_score_codex":0.231973,"about_ca_topic_score_gemma":0.3385692,"teacher_disagreement_score":0.231973,"about_ca_system_score_codex":0.008336243,"about_ca_system_score_gemma":0.0112388,"threshold_uncertainty_score":0.46124554},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.01602113187374374,"score_gpt":0.2712639935791732,"score_spread":0.2552428617054294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118220810","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004410876,0.0016453987,0.0017201245,0.8030885,0.056643132,0.0006775641,0.0027158842,0.00053393724,0.1285646],"genre_scores_gemma":[0.03233109,0.0029086866,0.0042153737,0.57439685,0.03979764,0.0011939093,0.0021334926,0.0013975076,0.3416255],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9716652,0.0064282822,0.0024354162,0.0022025595,0.015325192,0.0019433337],"domain_scores_gemma":[0.91385555,0.027851965,0.0048053395,0.0028162515,0.048148856,0.0025219787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027967319,0.001326858,0.0011648423,0.0018597355,0.008882716,0.0103450455,0.0029044736,0.022658337,0.04269438],"category_scores_gemma":[0.113296784,0.0009672251,0.0013183609,0.002704598,0.0038091217,0.004674109,0.0031071173,0.01944446,0.031172639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015347883,0.0000111200225,0.00017939003,0.000026195094,0.000002366323,0.00006314008,0.00030507942,0.000036375746,0.00012763603,0.0037212705,0.9939832,0.0015288208],"study_design_scores_gemma":[0.000029672126,0.000031972344,0.0013813897,0.00038250652,0.000020352612,0.00005796399,0.0012995148,0.00024449805,0.00064433616,0.0039945045,0.9918321,0.000081265156],"about_ca_topic_score_codex":0.031996347,"about_ca_topic_score_gemma":0.033806488,"teacher_disagreement_score":0.04269438,"about_ca_system_score_codex":0.011096528,"about_ca_system_score_gemma":0.02372525,"threshold_uncertainty_score":0.14790708},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.04003818025370246,"score_gpt":0.2918791672785409,"score_spread":0.2518409870248384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135836107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9944429,0.0001637746,0.0008606992,0.00088322186,0.000016658394,0.00023108082,0.00007877612,0.000008270264,0.0033145847],"genre_scores_gemma":[0.9933676,0.0005286765,0.0010709314,0.00076350186,0.000022478414,0.00057124643,0.000073022435,0.000008235858,0.0035943692],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99449253,0.0035711718,0.00024727537,0.00024920717,0.00042822765,0.001011624],"domain_scores_gemma":[0.9805987,0.014299773,0.0017250832,0.000260246,0.0017119091,0.0014042762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074045244,0.00042890685,0.00052371825,0.001577034,0.0057250466,0.0029796315,0.0008978443,0.001973638,0.005196073],"category_scores_gemma":[0.018226722,0.0008398083,0.00024124037,0.0018013169,0.002296029,0.0030738425,0.0020971568,0.004069256,0.0007511861],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101915335,0.0005242819,0.013493976,0.00010698945,0.0000031593447,0.0010164521,0.9751355,0.00007323408,0.0014781127,0.001304035,0.0009533683,0.0058090906],"study_design_scores_gemma":[0.000012079187,0.00019563749,0.0047024274,0.00006654955,0.000002943753,0.00021523327,0.99055535,0.00032140422,0.00042633587,0.00019791,0.0032911696,0.000013032919],"about_ca_topic_score_codex":0.0074510626,"about_ca_topic_score_gemma":0.010352625,"teacher_disagreement_score":0.0074510626,"about_ca_system_score_codex":0.0049950085,"about_ca_system_score_gemma":0.003714345,"threshold_uncertainty_score":0.039159298},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.03312326236395868,"score_gpt":0.2701927356153535,"score_spread":0.23706947325139482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566942641","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97390175,0.0011275309,0.00026299353,0.005528629,0.000040119838,0.00010333567,0.0003865821,0.00000849045,0.018640645],"genre_scores_gemma":[0.9955193,0.00080124097,0.00016052643,0.0010269679,0.000009707784,0.000027134782,0.00012875124,0.00000889646,0.002317359],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98647785,0.0034790656,0.0006207451,0.0009582863,0.004466408,0.0039976034],"domain_scores_gemma":[0.9121437,0.042037006,0.009571142,0.0018152505,0.02712117,0.007311725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013209564,0.00025569857,0.0005633386,0.0027635796,0.019133614,0.007481434,0.0021778783,0.0015209529,0.0041281614],"category_scores_gemma":[0.04184919,0.00065143616,0.00027116857,0.007377284,0.007029664,0.0016575862,0.0038985983,0.0030237627,0.00025741966],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022731903,0.00012890203,0.25706503,0.0004214054,0.000044433214,0.0012483757,0.6974386,0.00027580437,0.001246275,0.0064144153,0.012989246,0.022500237],"study_design_scores_gemma":[0.000016273516,0.000029625155,0.15031835,0.00045276654,0.00002385011,0.000086755215,0.80912906,0.00028819212,0.00042751143,0.00032192768,0.03884142,0.0000643468],"about_ca_topic_score_codex":0.9883791,"about_ca_topic_score_gemma":0.9940461,"teacher_disagreement_score":0.08875204,"about_ca_system_score_codex":0.08875204,"about_ca_system_score_gemma":0.13855588,"threshold_uncertainty_score":0.64394414},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Audit; Accounting; Business; Task (project management); Litigation risk analysis; Audit risk; Actuarial science; Economics","score_opus":0.008968605955201022,"score_gpt":0.2466863247673873,"score_spread":0.23771771881218628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034383064","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9789666,0.0009411307,0.0011531694,0.002154432,0.00004676299,0.000086433036,0.00017078151,0.00003896544,0.016441615],"genre_scores_gemma":[0.99726856,0.00016521662,0.00035803206,0.0002254523,0.000048841062,0.000040821196,0.00009784879,0.00001779812,0.0017774747],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9582091,0.02509489,0.0022187966,0.0025793654,0.008544867,0.003353046],"domain_scores_gemma":[0.25865558,0.65423054,0.058097526,0.009789341,0.011472885,0.00775413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02846342,0.0004535567,0.0010300301,0.0015889647,0.0018885138,0.0072799497,0.0020083007,0.0017665379,0.019783739],"category_scores_gemma":[0.26071677,0.00044318466,0.0013504063,0.0009800765,0.0023305225,0.0036024714,0.006498498,0.004440995,0.00090468425],"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":[0.009520254,0.004053243,0.8143192,0.0007215323,0.0021068929,0.0009130788,0.013648656,0.02811946,0.003996417,0.013650355,0.00793898,0.101011984],"study_design_scores_gemma":[0.0003692554,0.002475371,0.9499639,0.000493813,0.0009453767,0.00018970658,0.011604929,0.010722411,0.0017105929,0.015485918,0.0057805814,0.0002581545],"about_ca_topic_score_codex":0.007978142,"about_ca_topic_score_gemma":0.006240251,"teacher_disagreement_score":0.02846342,"about_ca_system_score_codex":0.0032165085,"about_ca_system_score_gemma":0.0024965224,"threshold_uncertainty_score":0.15053076},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.0332397894195504,"score_gpt":0.3345866778430685,"score_spread":0.3013468884235181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3162715356","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5075657,0.0013891537,0.41629082,0.0037814735,0.00028846876,0.0015198257,0.0028002302,0.018096143,0.04826811],"genre_scores_gemma":[0.7127149,0.00059709884,0.2724752,0.0003111716,0.00005237937,0.00037449758,0.0013943881,0.000698994,0.011381386],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941949,0.0019669237,0.000503074,0.00044854986,0.0025879382,0.00029859328],"domain_scores_gemma":[0.9881494,0.0064155115,0.00064327294,0.0027192717,0.0018574824,0.00021499716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004397444,0.00051015994,0.00046343554,0.0017250412,0.0011509133,0.0023434088,0.0013505882,0.0014061274,0.005252038],"category_scores_gemma":[0.013327626,0.00034625115,0.0007117928,0.0024095282,0.0011181436,0.00196311,0.0020573295,0.0008928218,0.0020586974],"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":[0.0017941745,0.0009932489,0.027785322,0.0018872438,0.00019280256,0.008780275,0.0038395675,0.08216969,0.023614898,0.029725185,0.04052465,0.77869284],"study_design_scores_gemma":[0.00042737546,0.0009283248,0.030544953,0.000612402,0.00024066458,0.006123923,0.0036099807,0.5351212,0.13042744,0.03546732,0.2562594,0.0002370697],"about_ca_topic_score_codex":0.0043511195,"about_ca_topic_score_gemma":0.004877491,"teacher_disagreement_score":0.005252038,"about_ca_system_score_codex":0.0011869621,"about_ca_system_score_gemma":0.0013613326,"threshold_uncertainty_score":0.023256123},"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.033617194282524764,"score_gpt":0.3047947937136812,"score_spread":0.27117759943115644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386554307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6838571,0.009262949,0.011999655,0.18584263,0.00072987116,0.00023796868,0.000120283956,0.000087431355,0.10786219],"genre_scores_gemma":[0.99590874,0.0005050322,0.000524649,0.0018200519,0.00009547538,0.000024476882,0.000010494356,0.000006603501,0.0011045017],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.89676243,0.06852336,0.0034509457,0.003892775,0.02122858,0.006141981],"domain_scores_gemma":[0.62419975,0.2560895,0.060274187,0.012681863,0.03718426,0.009570372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03862697,0.00030511612,0.00040731367,0.0035261116,0.0055150897,0.009632847,0.0020935554,0.0026342673,0.0067068865],"category_scores_gemma":[0.19473612,0.0004298179,0.00073050894,0.0033996934,0.01434878,0.009267938,0.010711529,0.0043411064,0.00036000647],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009263162,0.00093182724,0.27380154,0.0007630984,0.00020573431,0.0039692894,0.05662612,0.008789131,0.000812476,0.39316684,0.022192774,0.2378149],"study_design_scores_gemma":[0.00028709436,0.0005163127,0.30206567,0.002816767,0.00018738025,0.0028394414,0.17420146,0.008577916,0.0019434403,0.4270319,0.07917464,0.00035803593],"about_ca_topic_score_codex":0.012084647,"about_ca_topic_score_gemma":0.008611891,"teacher_disagreement_score":0.03862697,"about_ca_system_score_codex":0.012319994,"about_ca_system_score_gemma":0.01055882,"threshold_uncertainty_score":0.20428139},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; McMaster University","funders":"James Madison University","keywords":"Front (military); Business; Engineering; Mechanical engineering","score_opus":0.05883885270651628,"score_gpt":0.26893185030308875,"score_spread":0.21009299759657246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387190850","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006229345,0.000892209,0.00037944946,0.0019172641,0.0032635215,0.000051863528,0.0007622892,0.00057839596,0.99153215],"genre_scores_gemma":[0.00152482,0.00037647452,0.00011308829,0.00052938424,0.0007223624,0.000011524405,0.0002973961,0.00011579329,0.9963091],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99944764,0.000042628897,0.000020208608,0.00012929618,0.00026690084,0.000093290946],"domain_scores_gemma":[0.99812907,0.00034448307,0.00010394083,0.00029890356,0.00044231865,0.0006813087],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004975404,0.0008403415,0.0008131899,0.002119252,0.001865156,0.005992641,0.00080814323,0.0028323787,0.8987034],"category_scores_gemma":[0.0026871432,0.00041866116,0.0005991874,0.001579415,0.0009259158,0.0024155797,0.0022103398,0.0014993851,0.8825771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044994536,0.000055287095,0.00032486752,0.00014196255,0.0000042621937,0.00010029539,0.000037148668,0.00007288437,0.0011041681,0.005261376,0.7735069,0.21934582],"study_design_scores_gemma":[0.000003923505,0.000010979506,0.00058815745,0.000048974383,0.000001384202,0.00005801084,0.000031349795,0.00005149681,0.0001367541,0.0011377633,0.99792826,0.0000029226446],"about_ca_topic_score_codex":0.0010578834,"about_ca_topic_score_gemma":0.0025998447,"teacher_disagreement_score":0.1012966,"about_ca_system_score_codex":0.0008705486,"about_ca_system_score_gemma":0.00137397,"threshold_uncertainty_score":0.14448732},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Mindset; Audit; Auditor independence; Information technology audit; Audit plan; Internal audit","score_opus":0.015155751317178438,"score_gpt":0.3293139645659314,"score_spread":0.314158213248753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7113901995","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09782292,0.75063413,0.008567247,0.105653115,0.0017140212,0.00014602425,0.00044894125,0.00008977454,0.03492385],"genre_scores_gemma":[0.7309548,0.24953501,0.006992838,0.009171413,0.0018201636,0.00022332405,0.0002691096,0.000056595578,0.0009765899],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.96311295,0.022372551,0.00379392,0.003350154,0.006413463,0.00095690775],"domain_scores_gemma":[0.3452057,0.57679033,0.031154739,0.009684176,0.034163207,0.0030018063],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08410234,0.00066886516,0.0024192675,0.006202412,0.0020379296,0.015003167,0.0036549675,0.002573977,0.010731497],"category_scores_gemma":[0.26983374,0.00084761827,0.0017692349,0.007883435,0.007829582,0.008206941,0.00433003,0.0042824172,0.0014315009],"study_design_candidate":"systematic_review","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":[0.00077119516,0.0005121612,0.10995645,0.042873874,0.0016409126,0.0002815989,0.015945086,0.0017167785,0.0005642486,0.04663781,0.011640931,0.76745903],"study_design_scores_gemma":[0.00025470046,0.0011668775,0.22990783,0.3566007,0.0032952155,0.00091470976,0.06724056,0.005245305,0.002575146,0.21838196,0.11401702,0.00039996166],"about_ca_topic_score_codex":0.006430585,"about_ca_topic_score_gemma":0.009182881,"teacher_disagreement_score":0.91589767,"about_ca_system_score_codex":0.006198815,"about_ca_system_score_gemma":0.014907744,"threshold_uncertainty_score":0.444781},"labels":[],"label_agreement":null}]}