{"meta":{"query_hash":"d08681c4b8a6","filters":{"venue":"Advances in public interest accounting"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/d08681c4b8a6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+public+interest+accounting"},"results":[{"id":"W2217490503","doi":"10.1016/s1041-7060(01)08005-1","title":"Arbitrators' perceptions of accounting data in assessing ability to pay","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in public interest accounting","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","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":"Arbitration; Accounting; Perception; Relevance (law); Wage; Public accounting; Selection (genetic algorithm); Business; Political science; Psychology; Computer science; Law; Audit","score_opus":0.027318728933772175,"score_gpt":0.28516397397663235,"score_spread":0.25784524504286016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2217490503","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":[0.11184426,0.0008131946,0.029132215,0.0025483859,0.003212688,0.0022520192,0.000114265094,0.0005277082,0.84955525],"genre_scores_gemma":[0.9918531,0.00013518136,0.0017696772,0.0012522045,0.0018901454,0.000048652084,0.00030390633,0.00022807372,0.0025190555],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99378926,0.00002509375,0.002150539,0.0019020087,0.0009932836,0.0011398358],"domain_scores_gemma":[0.98133343,0.00028334634,0.01584999,0.0019313587,0.00056138256,0.000040489496],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0028504475,0.0009088598,0.0011737698,0.0020243102,0.00024171748,0.0013943488,0.0031207583,0.0004129943,0.001193917],"category_scores_gemma":[0.0140064815,0.00092445913,0.00019045504,0.001030506,0.00029164745,0.0149987005,0.0040412867,0.0019126954,0.00039089716],"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":[0.000039238665,0.00025023817,0.34090438,0.003249993,0.00006742395,0.000089365654,0.00020991555,0.00085563754,0.00016523468,0.41336614,0.0006362482,0.24016617],"study_design_scores_gemma":[0.0012366754,0.000022254098,0.053995922,0.008680029,0.00012178989,0.0000056539798,0.0010441784,0.0011545822,0.000006652831,0.053788397,0.8776875,0.002256329],"about_ca_topic_score_codex":0.0006315555,"about_ca_topic_score_gemma":0.008070085,"teacher_disagreement_score":0.8800089,"about_ca_system_score_codex":0.0007548999,"about_ca_system_score_gemma":0.00025585658,"threshold_uncertainty_score":0.99971914},"labels":[],"label_agreement":null},{"id":"W2483254183","doi":"10.1016/s1041-7060(04)10001-1","title":"ACCOUNTING AND THE PROBLEMATIQUE OF IMPERIALISM: ALTERNATIVE METHODOLOGICAL APPROACHES TO EMPIRICAL RESEARCH IN ACCOUNTING IN DEVELOPING COUNTRIES","year":2004,"lang":"en","type":"book-chapter","venue":"Advances in public interest accounting","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":9,"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":"Developing country; Accounting; Dominance (genetics); Context (archaeology); Certification; Globalization; Accounting research; Political science; Sociology; Economics; Economic growth; Geography; Law","score_opus":0.33371624299693425,"score_gpt":0.38400513070178693,"score_spread":0.05028888770485268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483254183","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":[0.34569755,0.008518359,0.0074083963,0.12732068,0.0040624226,0.014001817,0.000038403996,0.0005776735,0.4923747],"genre_scores_gemma":[0.9884508,0.00092336535,0.004319114,0.0037044855,0.0015899678,0.00031442285,0.000055442557,0.00019330572,0.00044906978],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9932804,0.0002196938,0.0024672558,0.0014741388,0.0012781252,0.0012803723],"domain_scores_gemma":[0.99448746,0.002481738,0.0015580014,0.0005776221,0.0008645273,0.00003066818],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.015720613,0.0008450469,0.0015940535,0.003699447,0.00037075838,0.0015003462,0.0016746414,0.0005506298,0.00012152103],"category_scores_gemma":[0.00451597,0.00068601785,0.00014448274,0.0018589668,0.0008971774,0.0043416787,0.0030205145,0.001877225,0.000054192835],"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":[0.00015073571,0.000051225063,0.034030315,0.0014196187,0.000043614575,0.000035681893,0.0008606032,0.00073104165,0.0000028809309,0.9602052,0.000083471765,0.0023856028],"study_design_scores_gemma":[0.0038921416,0.000034979228,0.0073516923,0.009682443,0.00006263728,0.00001737596,0.003156327,0.003076209,0.000026995502,0.7977159,0.17325461,0.001728652],"about_ca_topic_score_codex":0.0008218653,"about_ca_topic_score_gemma":0.004050265,"teacher_disagreement_score":0.6427533,"about_ca_system_score_codex":0.0008391042,"about_ca_system_score_gemma":0.00033011893,"threshold_uncertainty_score":0.9995591},"labels":[],"label_agreement":null},{"id":"W2486069276","doi":"10.1016/s1041-7060(05)11008-6","title":"Accountability and Independence in Corporate Governance: An Analysis of Board Disclosures in Canada","year":2005,"lang":"en","type":"book-chapter","venue":"Advances in public interest accounting","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":3,"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":"Deakin University","keywords":"Corporate governance; Accounting; Independence (probability theory); Accountability; Business; Voluntary disclosure; Political science; Public relations; Law; Finance","score_opus":0.018409128649529146,"score_gpt":0.23457092367575685,"score_spread":0.2161617950262277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2486069276","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":[0.8984272,0.0020439257,0.00035053326,0.0003996601,0.0006016467,0.0007059021,0.00007398784,0.000058630096,0.09733853],"genre_scores_gemma":[0.996461,0.0008003589,0.000092302376,0.00051567476,0.0003532849,0.00003533528,0.000096857315,0.000086039545,0.0015591879],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9951369,0.000029398663,0.0017183572,0.0012942228,0.0010243426,0.00079677085],"domain_scores_gemma":[0.9786257,0.00020033664,0.020111097,0.00071442977,0.00031702168,0.000031428906],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014858311,0.00070296647,0.0013969151,0.0014763704,0.00007753619,0.00039247776,0.00118314,0.00027418035,0.0005471105],"category_scores_gemma":[0.0024492855,0.00077284797,0.00012829805,0.0012836079,0.00024296957,0.0069777532,0.000978662,0.0012645916,0.000009000787],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049186106,0.00005177337,0.85697436,0.000388178,0.0000841605,0.000054758002,0.000072179144,0.0019681652,0.0000031134355,0.06938156,0.00004173189,0.070930846],"study_design_scores_gemma":[0.0009795369,0.000015452608,0.8071082,0.0014280356,0.00023923504,0.0000015360288,0.0009693698,0.010634035,0.0000027312742,0.008444918,0.16878273,0.0013941878],"about_ca_topic_score_codex":0.55334276,"about_ca_topic_score_gemma":0.995873,"teacher_disagreement_score":0.44253027,"about_ca_system_score_codex":0.0015106895,"about_ca_system_score_gemma":0.00040186683,"threshold_uncertainty_score":0.99947226},"labels":[],"label_agreement":null},{"id":"W4234970766","doi":"10.1016/s1041-7060(05)11015-3","title":"List of Contributors","year":2005,"lang":"en","type":"book-chapter","venue":"Advances in public interest accounting","topic":"Legal principles and applications","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":"Corporate governance; Political science; Stakeholder; Accounting; Corporate communication; Public relations; Business; Management; Economics","score_opus":0.03730792600936155,"score_gpt":0.32971338181483356,"score_spread":0.292405455805472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234970766","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00062725914,0.0021879543,0.00007301529,0.0023277847,0.00040545457,0.0002767284,0.000051225958,0.000059217913,0.9939914],"genre_scores_gemma":[0.8611776,0.0020122193,0.00023826766,0.00017524653,0.0011204707,0.000022159207,0.000031177664,0.000035617413,0.13518722],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99835104,0.000022935652,0.0005944587,0.00031905618,0.00032610365,0.00038643656],"domain_scores_gemma":[0.9985065,0.00024830436,0.0005967269,0.00027748905,0.0003013341,0.000069658825],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00071018207,0.00019698047,0.00035270766,0.00022425102,0.00020569596,0.00014620328,0.0006988781,0.0002648317,0.0011254316],"category_scores_gemma":[0.00043683284,0.00020612187,0.00012731095,0.000119820324,0.00043648772,0.0010581437,0.00017350962,0.00045975836,0.00006539075],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000023913763,0.000015877727,0.0005519269,0.000019849083,0.000009240502,0.0000013259529,0.0002846781,0.0000017192154,0.000003427912,0.971011,0.00025288598,0.027845675],"study_design_scores_gemma":[0.000110396075,0.0000069639073,0.00002950705,0.00018593979,0.0000081139415,4.5007062e-7,0.00027935678,0.000009419004,0.000005537537,0.029059391,0.97010845,0.00019647824],"about_ca_topic_score_codex":0.00029084217,"about_ca_topic_score_gemma":0.023803983,"teacher_disagreement_score":0.96985555,"about_ca_system_score_codex":0.00027382863,"about_ca_system_score_gemma":0.00023373804,"threshold_uncertainty_score":0.9997877},"labels":[],"label_agreement":null},{"id":"W4300628822","doi":"10.1108/s1041-7060(2009)0000014015","title":"Extending Schumacher’s concept of total accounting and accountability into the 21st century","year":2009,"lang":"en","type":"book-chapter","venue":"Advances in public interest accounting","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","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":"Accountability; Accounting; Publishing; Financial accounting; Political science; Environmental accounting; Accounting information system; Economics; Law","score_opus":0.017482071808172957,"score_gpt":0.25081425728678297,"score_spread":0.23333218547861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300628822","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":[0.041545376,0.029164841,0.00024181498,0.0036662717,0.0035883824,0.001972076,0.000026649077,0.0005540641,0.91924053],"genre_scores_gemma":[0.98996764,0.0014191361,0.00028276007,0.0016137186,0.0028841994,0.000026680038,0.00014711851,0.0001808791,0.0034778554],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953696,0.000030494042,0.0016394305,0.0012017468,0.0009106081,0.0008480794],"domain_scores_gemma":[0.9957018,0.00044047227,0.0021426089,0.00082772365,0.0008561095,0.00003126911],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0022314,0.00091784965,0.0009704978,0.0010481032,0.0006038713,0.0014178329,0.0012244422,0.00043329797,0.00064209633],"category_scores_gemma":[0.0011896112,0.0007915961,0.00023570997,0.0006050484,0.0006617412,0.0065731276,0.0015939979,0.001232735,0.00008498462],"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":[0.00003042703,0.00007479316,0.008851126,0.0006655458,0.00008380481,0.00000976615,0.00029743626,0.00005165103,0.000024215718,0.717026,0.00028218157,0.2726031],"study_design_scores_gemma":[0.00095395587,0.000029275396,0.0041997395,0.0019256222,0.00022430993,0.000017860679,0.004044807,0.0011170973,0.00001933357,0.06649406,0.919358,0.0016159386],"about_ca_topic_score_codex":0.00025889708,"about_ca_topic_score_gemma":0.00077795377,"teacher_disagreement_score":0.94842225,"about_ca_system_score_codex":0.00030510454,"about_ca_system_score_gemma":0.000091573114,"threshold_uncertainty_score":0.99961877},"labels":[],"label_agreement":null}]}