{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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","author_layer_release":"2026-06-26"},"query_hash":"ab2d1769e5c0","filters":{"venue":"Contributions to finance and accounting"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Business; Accounting; Accounting information system; Process management","authors":[{"name":"Augustine Akande","is_ca":true},{"name":"Ismail Saka","is_ca":false},{"name":"Sunday Simon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006506600552166193,"gpt":0.221747961218443,"spread":0.2152413606662768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003085545,0.0003111772,0.0002463618,0.0009796913,0.0006527851,0.002635019,0.0004755095,0.0007635648,0.03624106],"category_scores_gemma":[0.0195682,0.00020671,0.0003939336,0.001130054,0.0009551324,0.00170411,0.001132299,0.001074282,0.002667791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002887761,"about_ca_system_score_gemma":0.003344989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01105257,"about_ca_topic_score_gemma":0.02097554,"domain_scores_codex":[0.997384,0.001683373,0.00004870122,0.0001393607,0.0004485782,0.0002958413],"domain_scores_gemma":[0.9497221,0.04281822,0.001840686,0.0007030456,0.002486179,0.002429835],"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":[0.004631593,0.004531871,0.2860572,0.000415555,0.0002185235,0.0009276535,0.002391775,0.01482426,0.005528925,0.2068437,0.03683713,0.4367917],"study_design_scores_gemma":[0.0004996991,0.003268366,0.7885635,0.0004033929,0.0006100593,0.0005141408,0.007702012,0.02586781,0.01551349,0.07206205,0.08490878,0.00008666723],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5108893,0.001860433,0.001138543,0.004090028,0.00009020005,0.00007376475,0.0005080987,0.0001222324,0.4812275],"genre_scores_gemma":[0.967517,0.0006114025,0.0006440271,0.0002676502,0.0000384773,0.00002595339,0.0001154858,0.00003700065,0.03074305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03624106,"threshold_uncertainty_score":0.1212384,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Bible College","funders":"","keywords":"Islam; Islamic finance; Islamic economics; Economics; Finance; Classical economics; Philosophy; Theology","authors":[{"name":"Issam Tlemsani","is_ca":false},{"name":"Mohamed Ashmel Mohamed Hashim","is_ca":false},{"name":"Munira Ali Al Balushi","is_ca":false},{"name":"Osama El-Temtamy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006549972767378644,"gpt":0.2080333514820895,"spread":0.2014833787147108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000480124,0.0005637634,0.0003696538,0.001489944,0.001634705,0.003074137,0.0003274432,0.0009330267,0.02978938],"category_scores_gemma":[0.001066001,0.0001787484,0.0001312274,0.001441625,0.002417905,0.001488854,0.0009866237,0.001885156,0.008656588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140202,"about_ca_system_score_gemma":0.0009568558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00177531,"about_ca_topic_score_gemma":0.003609897,"domain_scores_codex":[0.9997427,0.00008390022,0.000007361623,0.000021443,0.0001229843,0.00002154101],"domain_scores_gemma":[0.9997217,0.00008906118,0.00002468881,0.00004624277,0.00008547549,0.00003280436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001097106,0.00002532054,0.0001430535,0.00005377573,0.000003390973,0.00003300904,0.0005762723,0.0001565346,0.00008909747,0.7078503,0.2254388,0.06561951],"study_design_scores_gemma":[0.000004996298,0.000008431482,0.0004716324,0.0001103102,0.000002496595,0.00006964576,0.000165242,0.0001267022,0.00004932642,0.1565804,0.8424078,0.000003049257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001525737,0.03943299,0.001077652,0.005388856,0.002021762,0.00001852502,0.00005646708,0.00004493373,0.9504331],"genre_scores_gemma":[0.0712587,0.02568633,0.001086837,0.0022362,0.004475567,0.0000364341,0.00007129207,0.00004287046,0.8951058],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02978938,"threshold_uncertainty_score":0.09965545,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Apostolos Serletis","is_ca":true},{"name":"Libo Xu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03022353452222005,"gpt":0.2310026645945652,"spread":0.2007791300723451,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006990497,0.0004524306,0.0006782978,0.001683865,0.0004791727,0.00248101,0.0005111332,0.0008682565,0.00378348],"category_scores_gemma":[0.002219565,0.0003538384,0.0007347937,0.00613877,0.0006118611,0.001085968,0.001051036,0.001036929,0.001586751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009102693,"about_ca_system_score_gemma":0.0007744159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1138914,"about_ca_topic_score_gemma":0.1422391,"domain_scores_codex":[0.9996367,0.00006989457,0.00002381574,0.00005757453,0.00009893112,0.0001131047],"domain_scores_gemma":[0.997483,0.0008026956,0.0009771828,0.0001526398,0.0004319582,0.0001525899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003421576,0.0003545469,0.8012315,0.0006378689,0.002360715,0.002056855,0.002694182,0.03169834,0.002065927,0.01814982,0.0809425,0.05438621],"study_design_scores_gemma":[0.0001330505,0.0001671286,0.954995,0.0002611823,0.0006911082,0.0002208194,0.003488733,0.003617424,0.00176397,0.003074715,0.03146635,0.0001205253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668505,0.005041513,0.0002410134,0.001182374,0.00005422148,0.000009741169,0.01651273,0.00005030651,0.01005758],"genre_scores_gemma":[0.9714616,0.004958216,0.0001382114,0.0001233068,0.00008823983,0.00001011867,0.01967831,0.00003001673,0.003511984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1138914,"threshold_uncertainty_score":0.2264571,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Business; Finance; Economics","authors":[{"name":"Naila Al Mahmuda","is_ca":true},{"name":"Mostaq M. Hussain","is_ca":true},{"name":"Murshed Chowdhury","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01917202953058543,"gpt":0.2818351016174344,"spread":0.262663072086849,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008752287,0.0002083748,0.0001714809,0.0005092366,0.003487601,0.003260778,0.000480308,0.0005607933,0.005337831],"category_scores_gemma":[0.001057301,0.0001408744,0.0001254394,0.001678974,0.002894004,0.001770144,0.001631123,0.0009675776,0.0002069339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001804649,"about_ca_system_score_gemma":0.001776693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0280864,"about_ca_topic_score_gemma":0.0674913,"domain_scores_codex":[0.9995808,0.0002254429,0.000005549193,0.00002453674,0.0000244962,0.0001390224],"domain_scores_gemma":[0.9994509,0.00038316,0.000061128,0.00001198847,0.0000264866,0.00006640769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001710647,0.0002515023,0.08154473,0.0001390605,0.00002193741,0.001328922,0.7685575,0.0003428847,0.0006310628,0.0927332,0.006475491,0.04780275],"study_design_scores_gemma":[0.00001136558,0.00007246083,0.09234729,0.0001860176,0.00001782431,0.000278817,0.8450085,0.000171517,0.0002202358,0.008046806,0.05362703,0.00001216799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9246442,0.002242071,0.0002005149,0.003681045,0.00002302561,0.00001015162,0.00009827852,0.000002194818,0.06909852],"genre_scores_gemma":[0.9874642,0.001704482,0.0001274481,0.0002494971,0.00001234778,0.00001215199,0.00003647528,0.000002643601,0.01039074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0280864,"threshold_uncertainty_score":0.0558458,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}