{"meta":{"query_hash":"ab2d1769e5c0","filters":{"venue":"Contributions to finance and accounting"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/ab2d1769e5c0","api":"https://metacan.xera.ac/api/v1/cohort?venue=Contributions+to+finance+and+accounting"},"results":[{"id":"W4362650902","doi":"10.1007/978-3-031-24486-5_1","title":"Oil Price Uncertainty: Panel Evidence from the G7 and BRICS Countries","year":2022,"lang":"en","type":"book-chapter","venue":"Contributions to finance and accounting","topic":"Market Dynamics and Volatility","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":"Lakehead University; University of Calgary","funders":"","keywords":"Oil price; Total factor productivity; Economics; Productivity; Panel data; Monetary economics; International economics; Econometrics; Macroeconomics","score_opus":0.03022353452222005,"score_gpt":0.23100266459456517,"score_spread":0.20077913007234513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362650902","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":[0.18638706,0.30486226,0.0071088383,0.04229965,0.00324643,0.0017940543,0.061912294,0.00030485186,0.39208457],"genre_scores_gemma":[0.7478223,0.08666271,0.0003959344,0.0044493466,0.0011188331,0.00025031687,0.0005556226,0.00013215505,0.1586128],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979518,0.000015720549,0.0007231862,0.000804627,0.000101924314,0.00040271226],"domain_scores_gemma":[0.997566,0.00097092276,0.0006399792,0.000572345,0.00018272221,0.00006804568],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013378572,0.00034796234,0.00065107015,0.00011026733,0.0010488018,0.0003907094,0.00038376992,0.00022064697,0.0006764908],"category_scores_gemma":[0.00092612265,0.0003509236,0.00011242737,0.0001262401,0.00017909352,0.00035777406,0.00052736484,0.00058576715,0.000049448],"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":[0.000058240326,0.00002001666,0.024082007,0.000086263106,0.00010903908,0.000010365368,0.00042249227,0.000030887168,0.0000018618983,0.95810914,0.005232083,0.011837587],"study_design_scores_gemma":[0.00025568233,0.000025577638,0.010820174,0.00025117997,0.000035417957,0.000004341419,0.000023315739,0.008488462,2.488989e-7,0.036203254,0.94345164,0.00044067585],"about_ca_topic_score_codex":0.0014613868,"about_ca_topic_score_gemma":0.00027303732,"teacher_disagreement_score":0.9382196,"about_ca_system_score_codex":0.00025114036,"about_ca_system_score_gemma":0.0000981433,"threshold_uncertainty_score":0.99989426},"labels":[],"label_agreement":null},{"id":"W4402268581","doi":"10.1007/978-3-031-64869-4_11","title":"Effect of Business Strategy on Accounting Information System Development","year":2024,"lang":"en","type":"book-chapter","venue":"Contributions to finance and accounting","topic":"Financial Literacy and Behavior","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Business; Accounting; Accounting information system; Process management","score_opus":0.0065066005521661925,"score_gpt":0.22174796121844303,"score_spread":0.21524136066627683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402268581","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":[0.4296973,0.0021639199,0.0011514141,0.0005756342,0.0041695316,0.0041605565,0.0009142398,0.0009451358,0.55622226],"genre_scores_gemma":[0.98686606,0.000018143453,0.000042431824,0.00027513193,0.0014326229,0.000120074335,0.0004272729,0.000062593615,0.0107556535],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978277,0.000004208043,0.0009246436,0.00043116164,0.00038935762,0.00042290558],"domain_scores_gemma":[0.99794596,0.00009115255,0.0007066592,0.00028528523,0.00095579424,0.000015169636],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00082738244,0.0005374801,0.00070439494,0.00076938333,0.0004579438,0.000764993,0.0002566674,0.0003389824,0.000026267626],"category_scores_gemma":[0.00018928344,0.00048273106,0.00012733693,0.00040430625,0.000055548226,0.0018695645,0.0002787683,0.0004039101,0.0011225762],"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":[0.00018363884,0.000020341786,0.0005228293,0.0061582625,0.00005568409,0.000030309731,0.000060555463,0.00017513489,0.00006637962,0.8239911,0.0017371343,0.16699862],"study_design_scores_gemma":[0.0007012328,0.00007092072,0.0045593157,0.0098210685,0.00037316757,0.000009060835,0.000028243225,0.00048162116,0.0003365053,0.0005568734,0.9821491,0.00091289514],"about_ca_topic_score_codex":0.00006677894,"about_ca_topic_score_gemma":0.000010825764,"teacher_disagreement_score":0.98041195,"about_ca_system_score_codex":0.00017855907,"about_ca_system_score_gemma":0.00010983728,"threshold_uncertainty_score":0.9997624},"labels":[],"label_agreement":null},{"id":"W4405011286","doi":"10.1007/978-3-031-67547-8_11","title":"Islamic Economics and Finance","year":2024,"lang":"en","type":"book-chapter","venue":"Contributions to finance and accounting","topic":"Islamic Finance and Banking Studies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Islam; Islamic finance; Islamic economics; Economics; Finance; Classical economics; Philosophy; Theology","score_opus":0.0065499727673786435,"score_gpt":0.20803335148208948,"score_spread":0.20148337871471084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405011286","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":[0.24124768,0.039704636,0.00023160558,0.015128666,0.0032723576,0.0017303734,0.00078015594,0.0005357463,0.6973688],"genre_scores_gemma":[0.6143461,0.023975002,0.00018109426,0.0043864683,0.0053329277,0.00011653011,0.00015870982,0.00018319083,0.35132],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99815875,0.0000011191537,0.000458869,0.0007745408,0.00011047929,0.0004962198],"domain_scores_gemma":[0.99908394,0.000053291154,0.0003009676,0.00029691352,0.00026188235,0.00000299951],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026936224,0.0005066135,0.0006190847,0.00037320884,0.0006273851,0.00066715904,0.00020495444,0.00027286433,0.000016582208],"category_scores_gemma":[0.00007284906,0.0005184614,0.00011726338,0.00013756304,0.00017718856,0.00073949684,0.0005995202,0.00041114772,0.0007018373],"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":[0.000007709241,0.000005254299,0.000044472697,0.00014706531,0.00003852242,0.000016233995,0.00002663126,0.00002272819,0.000006137335,0.9552479,0.008059113,0.03637825],"study_design_scores_gemma":[0.0001852402,0.000008697096,0.00043449062,0.0007770412,0.00012928995,0.0000073109627,0.0000075065977,0.0006608875,0.0000038322414,0.27143773,0.7258519,0.0004960731],"about_ca_topic_score_codex":0.00007420312,"about_ca_topic_score_gemma":0.00016274882,"teacher_disagreement_score":0.71779275,"about_ca_system_score_codex":0.000083755025,"about_ca_system_score_gemma":0.000049078328,"threshold_uncertainty_score":0.9997267},"labels":[],"label_agreement":null},{"id":"W4407233433","doi":"10.1007/978-3-031-75960-4_55","title":"Women’s Participation in Household Money Management and Financial Decision Making: Insights from a Developing Country","year":2024,"lang":"en","type":"book-chapter","venue":"Contributions to finance and accounting","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","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 New Brunswick","funders":"","keywords":"Business; Finance; Economics","score_opus":0.019172029530585426,"score_gpt":0.2818351016174344,"score_spread":0.26266307208684897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407233433","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":[0.95252,0.0078024324,0.0062726815,0.00037130763,0.0010327501,0.00093453383,0.00065736583,0.00012422857,0.0302847],"genre_scores_gemma":[0.9871432,0.0042754808,0.00077738176,0.0005859067,0.00035606558,0.00011985622,0.000048611477,0.000028958413,0.0066645024],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983053,0.000014968349,0.00041569865,0.00052983384,0.0002978019,0.00043639087],"domain_scores_gemma":[0.9993641,0.00014624384,0.0001359734,0.0001589142,0.00013337049,0.00006141366],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035212366,0.00024722365,0.0003426599,0.00027767083,0.00060348085,0.00032811888,0.00014548095,0.00032995563,0.0000064193814],"category_scores_gemma":[0.00016391801,0.00026972604,0.000032950407,0.00023704511,0.000105078085,0.00025508142,0.00019273329,0.00028529964,0.000018592073],"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":[0.000024464573,0.000014917214,0.0027312087,0.000052535368,0.000023759778,0.000055172994,0.0073085064,0.00007127925,0.0000033833642,0.97392076,0.00044249883,0.015351525],"study_design_scores_gemma":[0.00048489313,0.000021100785,0.11080278,0.0025286109,0.0000743619,6.6452014e-7,0.0014818446,0.00041937895,8.594944e-7,0.30531397,0.57821697,0.0006545638],"about_ca_topic_score_codex":0.00023980094,"about_ca_topic_score_gemma":0.0030515708,"teacher_disagreement_score":0.66860676,"about_ca_system_score_codex":0.0006360546,"about_ca_system_score_gemma":0.00020697946,"threshold_uncertainty_score":0.9999755},"labels":[],"label_agreement":null}]}