{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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":"5859d565a37a","filters":{"venue":"Transformations in banking, finance and regulation"}},"results":[{"id":"W4386163484","doi":"10.1142/q0449","title":"Artificial Intelligence and Beyond for Finance","year":2023,"lang":"en","type":"book","venue":"Transformations in banking, finance and regulation","topic":"FinTech, Crowdfunding, Digital Finance","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":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Finance; Computer science; Business","authors":[{"name":"Marco Corazza","is_ca":false},{"name":"René García","is_ca":true},{"name":"Faisal Shah Khan","is_ca":false},{"name":"Davide La Torre","is_ca":false},{"name":"Hatem Masri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02856508168337619,"gpt":0.2424157033263933,"spread":0.2138506216430171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008067875,0.0009308108,0.00103818,0.002340903,0.00131424,0.006053529,0.0007821762,0.003144527,0.1115562],"category_scores_gemma":[0.001928927,0.0003310415,0.0005258319,0.00226116,0.001906718,0.007172938,0.001638989,0.004036,0.03219576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002971776,"about_ca_system_score_gemma":0.001447004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004291367,"about_ca_topic_score_gemma":0.009684836,"domain_scores_codex":[0.9996006,0.00008265683,0.00001210672,0.00006474285,0.0002016906,0.00003817407],"domain_scores_gemma":[0.9990482,0.0005156729,0.0000268023,0.0000835247,0.0002321545,0.00009365552],"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":[0.00001173223,0.00002486268,0.00005658604,0.0001328672,0.000005594841,0.00002482965,0.00009412241,0.0002522984,0.0001614528,0.2029388,0.7219797,0.07431726],"study_design_scores_gemma":[0.00000282505,0.000006218772,0.0001532214,0.0001734883,0.000002199467,0.00002718904,0.00004957898,0.0002621172,0.00003501786,0.06484863,0.934436,0.000003647685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004294664,0.08761238,0.002992684,0.02144104,0.005800651,0.00002477951,0.0002337749,0.0001600821,0.8813051],"genre_scores_gemma":[0.006399665,0.03230728,0.001212723,0.004966551,0.005531861,0.00005695955,0.0003073006,0.0001464362,0.9490712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1115562,"threshold_uncertainty_score":0.3731927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4221095030","doi":"10.1142/9781800611238_0008","title":"Rise of Capitalism and Chinese Women’s Internal and Cross-Border Migrations 1980–2020: A Gender Study","year":2022,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Capitalism; Demographic economics; Political science; Economic geography; Gender studies; Sociology; Economics; Politics; Law","authors":[{"name":"Beatrice Zani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01198876555450703,"gpt":0.3123087366593998,"spread":0.3003199711048928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001747507,0.0005460227,0.0003342215,0.002320913,0.004857226,0.002804945,0.0006431913,0.0008573863,0.003368881],"category_scores_gemma":[0.001148041,0.000293012,0.0003218849,0.00299678,0.003140149,0.002521975,0.002491896,0.001095384,0.0002371233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005314433,"about_ca_system_score_gemma":0.002856886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09552695,"about_ca_topic_score_gemma":0.1275494,"domain_scores_codex":[0.9993599,0.0001327654,0.00002318993,0.00007770784,0.00008468798,0.000321717],"domain_scores_gemma":[0.9993181,0.0002018689,0.0001560889,0.0000284698,0.0001110685,0.000184419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008532951,0.0001399099,0.1247316,0.0001002547,0.0000162255,0.0006827516,0.8395199,0.00004322281,0.0007601344,0.01109408,0.002379896,0.02044658],"study_design_scores_gemma":[0.000006921076,0.000142873,0.2815351,0.0001365492,0.00001826552,0.0002462642,0.6970097,0.0001061007,0.0003618952,0.0004103653,0.01999825,0.00002760837],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987603,0.0007631771,0.00005152398,0.0010943,0.00004314665,0.00001891339,0.000123765,0.000003077422,0.01029917],"genre_scores_gemma":[0.9918072,0.001171461,0.00005508636,0.0003188353,0.00004446672,0.00005526263,0.00009782274,0.000004352097,0.006445594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09552695,"threshold_uncertainty_score":0.1899418,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391824800","doi":"10.1142/9781800614291_0013","title":"Political Connections and Capital Structure in the GCC Banks","year":2024,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Politics; Political capital; Capital (architecture); Business; Political science; History; Ancient history; Law","authors":[{"name":"Fatma Ahmed","is_ca":true},{"name":"Mohammed Elgammal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01171740891291528,"gpt":0.2585441889903401,"spread":0.2468267800774248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000212407,0.0001201721,0.0001091015,0.0006997215,0.0005177963,0.001533245,0.00009683844,0.000255753,0.004694122],"category_scores_gemma":[0.001631441,0.00006935371,0.0000800425,0.001237706,0.0006779123,0.0005321938,0.0006648499,0.0003943896,0.0003429538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023306,"about_ca_system_score_gemma":0.0004792682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149761,"about_ca_topic_score_gemma":0.01669188,"domain_scores_codex":[0.9998156,0.00005092896,0.000007012807,0.00002610499,0.0000422541,0.00005806139],"domain_scores_gemma":[0.9989196,0.0002658098,0.0005680416,0.00002585644,0.0000819138,0.0001388263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001779117,0.00009075835,0.8514276,0.00006805951,0.00009168432,0.001442284,0.007695634,0.007351785,0.001462055,0.06072249,0.00454587,0.06492396],"study_design_scores_gemma":[0.000007558531,0.00004064022,0.9693217,0.00006983573,0.00002399564,0.0002181895,0.003730041,0.002471728,0.0003443702,0.01262829,0.01112889,0.00001481445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822798,0.0005861123,0.0002646844,0.0005563905,0.000006679628,0.0000057186,0.0001104453,0.00000731912,0.01618275],"genre_scores_gemma":[0.997785,0.0002393872,0.00007571442,0.00003321085,0.000006936886,0.000002315284,0.00004618031,0.00000158441,0.001809594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01149761,"threshold_uncertainty_score":0.02286136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401653231","doi":"10.1142/9781800615786_0009","title":"Devising the Best Prospective Merger Plan for a Banking Sector Through a Hybrid DEA-Based Methodology: An Inverse DEA Perspective","year":2024,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Inverse; Business; Plan (archaeology); Industrial organization; Computer science; Mathematics; Artificial intelligence; Geography","authors":[{"name":"Amar Oukil","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06322955367083995,"gpt":0.2739950556622656,"spread":0.2107655019914256,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003047423,0.00126202,0.001818933,0.00219243,0.0004958175,0.002281965,0.001361751,0.001643018,0.002313597],"category_scores_gemma":[0.005732725,0.000992598,0.001655212,0.001707216,0.0009026694,0.001357687,0.001465018,0.001448399,0.0003085951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022654,"about_ca_system_score_gemma":0.002739612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005756272,"about_ca_topic_score_gemma":0.004407924,"domain_scores_codex":[0.9987959,0.0005530815,0.00008255769,0.0001873078,0.0002279278,0.00015335],"domain_scores_gemma":[0.9971631,0.002036229,0.0002631638,0.0001192285,0.0003365371,0.00008169089],"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":[0.00003068017,0.00006938077,0.001122995,0.00008908311,0.00007015183,0.00005804089,0.00006224812,0.9541779,0.001083606,0.00890066,0.0002791271,0.0340561],"study_design_scores_gemma":[0.000006136731,0.00003352748,0.0001546729,0.00001515464,0.00001550493,0.00001789654,0.00002787873,0.9953498,0.000353689,0.003639256,0.0003792709,0.000007249168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01557601,0.0003211422,0.9815465,0.0002662446,0.00001381523,0.0001164714,0.00006601855,0.00009585929,0.001997929],"genre_scores_gemma":[0.3559566,0.0005262606,0.6409108,0.000203424,0.00004535454,0.0004568793,0.0003712621,0.00005369973,0.001475777],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005756272,"threshold_uncertainty_score":0.0161165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281877304","doi":"10.1142/9781800610781_0025","title":"Impacts of COVID-19 on Digital Financial Transformation: Insights from Consumer Behaviors in Vietnam","year":2022,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Transformation (genetics); Business; Medicine; Biology; Internal medicine","authors":[{"name":"Jasmine Trang Ha","is_ca":true},{"name":"Jason Q. Nguyen","is_ca":true},{"name":"Quan V. Le","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02679406314110333,"gpt":0.2475926788147324,"spread":0.220798615673629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004820951,0.00009675528,0.0001142064,0.000284649,0.0008099033,0.001462352,0.0001966105,0.0003219202,0.003296291],"category_scores_gemma":[0.001134948,0.00008788089,0.0001212189,0.001106426,0.0006129835,0.001117814,0.000703453,0.0007104506,0.0001905773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114421,"about_ca_system_score_gemma":0.001197006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05186952,"about_ca_topic_score_gemma":0.08744509,"domain_scores_codex":[0.9997945,0.00007780238,0.000006801856,0.00001956751,0.00004342012,0.00005795909],"domain_scores_gemma":[0.9992163,0.0004046943,0.0001248808,0.000018303,0.0001185603,0.0001172754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009070396,0.0003792847,0.7243307,0.0002510278,0.00002515081,0.00240502,0.1867178,0.0006100181,0.0009567594,0.01073077,0.008653569,0.06484927],"study_design_scores_gemma":[0.000003958332,0.0001001288,0.579562,0.0001674512,0.00001072963,0.0002275415,0.3925752,0.001300489,0.0003436315,0.0009423268,0.02474582,0.00002071782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896352,0.0001894271,0.00008428226,0.000757261,0.000009093737,0.00001149646,0.0001526767,0.000001841319,0.009158631],"genre_scores_gemma":[0.996785,0.000456295,0.0001040284,0.0002244011,0.000005906811,0.00001154444,0.0001780788,0.000003946916,0.002230723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05186952,"threshold_uncertainty_score":0.1031352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7116774348","doi":"10.1142/9781800617032_0006","title":"The Importance of Governance in Private Equity Financing","year":2025,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","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 Calgary","funders":"","keywords":"Corporate governance; Private equity; Private equity fund; Equity (law); Club deal; Private sector","authors":[{"name":"Michael J. Robinson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01291007272531345,"gpt":0.2308418876954509,"spread":0.2179318149701374,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001094901,0.0002125312,0.000207366,0.0003538103,0.00116225,0.005037461,0.0003058171,0.001411368,0.00294637],"category_scores_gemma":[0.00252851,0.0002068486,0.0001214043,0.0008941239,0.007501995,0.00551651,0.001039628,0.002779386,0.000376208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002570773,"about_ca_system_score_gemma":0.002002892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003929794,"about_ca_topic_score_gemma":0.004126266,"domain_scores_codex":[0.9994542,0.0002580362,0.00001241479,0.00005659072,0.0001248112,0.00009386512],"domain_scores_gemma":[0.9991294,0.0005677845,0.00006709774,0.0001057737,0.00006899775,0.00006103047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[8.693573e-7,0.000001938575,0.00003051757,0.000002501564,2.23054e-7,0.000006077424,0.000130325,0.000123721,0.00001561491,0.9956697,0.001243354,0.00277524],"study_design_scores_gemma":[0.00000231367,0.000003053905,0.000303693,0.00002556009,8.612826e-7,0.00001651206,0.000152031,0.000448252,0.00005340176,0.9543575,0.04463479,0.000001951504],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02081444,0.01302225,0.01487232,0.02052196,0.0004367975,0.00002674999,0.00003944174,0.00003521563,0.9302307],"genre_scores_gemma":[0.8632504,0.009390402,0.002425,0.001699083,0.0008323633,0.00007905652,0.00003625655,0.00004755542,0.12224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.005037461,"threshold_uncertainty_score":0.01865238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401233844","doi":"10.1142/9781800615212_fmatter","title":"FRONT MATTER","year":2024,"lang":"en","type":"paratext","venue":"Transformations in banking, finance and regulation","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Front (military); Medicine; Geology; Oceanography","authors":[{"name":"Marco Corazza","is_ca":false},{"name":"René García","is_ca":true},{"name":"Faisal Shah Khan","is_ca":false},{"name":"Davide La Torre","is_ca":false},{"name":"Hatem Masri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009902641597594762,"gpt":0.2533585251225738,"spread":0.2434558835249791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005526269,0.001133027,0.0008909468,0.001410247,0.002860016,0.00665022,0.0009603945,0.007792204,0.8770384],"category_scores_gemma":[0.001768528,0.000399235,0.0007010071,0.0008435469,0.001194982,0.002149885,0.002269966,0.002876217,0.8020829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001724817,"about_ca_system_score_gemma":0.002223564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004184008,"about_ca_topic_score_gemma":0.009277497,"domain_scores_codex":[0.9995021,0.0000375344,0.00001588408,0.0001281772,0.0002071202,0.0001092705],"domain_scores_gemma":[0.999306,0.0001517538,0.00003105015,0.00006258041,0.0002375626,0.0002110454],"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":[0.00003111083,0.00003166755,0.00008129833,0.00010511,0.000002763227,0.00008942918,0.0000571582,0.00005806584,0.0004245679,0.01284839,0.9352689,0.05100147],"study_design_scores_gemma":[0.000005445128,0.000008020723,0.0002454085,0.00007254911,0.000001340479,0.00002098753,0.00004666933,0.00004681778,0.00008432257,0.001240844,0.9982243,0.00000334888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002300668,0.0003002603,0.0001491002,0.00232366,0.002213816,0.00004272644,0.0007984653,0.0001885503,0.9937533],"genre_scores_gemma":[0.0003818379,0.00007196481,0.00002996783,0.000484228,0.0001522358,0.00001317409,0.0001065906,0.00003127874,0.9987287],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1229616,"threshold_uncertainty_score":0.1753898,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407205751","doi":"10.1142/9781800616257_0011","title":"Does Economic Policy Uncertainty Predict Cryptocurrency Returns?","year":2025,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cryptocurrency; Economics; Econometrics; Financial economics; Actuarial science; Computer science; Computer security","authors":[{"name":"Muhammad A. Cheema","is_ca":false},{"name":"Kenneth Szulczyk","is_ca":false},{"name":"Elie Bouri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01023245390246223,"gpt":0.2209841435526046,"spread":0.2107516896501424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009063528,0.0002863759,0.0003029379,0.0007456864,0.0002012617,0.001916788,0.0003482923,0.001009528,0.003216119],"category_scores_gemma":[0.008981065,0.0001607499,0.0003474621,0.001084053,0.0004171227,0.001430586,0.0004574097,0.001428926,0.00101975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004727868,"about_ca_system_score_gemma":0.0004666396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00498572,"about_ca_topic_score_gemma":0.003896132,"domain_scores_codex":[0.9997582,0.00007062413,0.00001584181,0.00004197359,0.00005642317,0.00005702385],"domain_scores_gemma":[0.9880255,0.007861142,0.003039789,0.0002780515,0.0003248074,0.0004706719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009008256,0.00009026281,0.9708033,0.00002440714,0.0001030495,0.0002177472,0.00008419856,0.007000817,0.0001735278,0.002949357,0.001782664,0.01668058],"study_design_scores_gemma":[0.00001642033,0.0001551787,0.8855562,0.00009786286,0.0001209269,0.0002520115,0.0005346953,0.08969193,0.0006771451,0.01855743,0.004300067,0.00004023226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804212,0.003394794,0.002162504,0.003854238,0.00008250478,0.00001127128,0.0008031601,0.0000403461,0.00922997],"genre_scores_gemma":[0.9968078,0.0008848833,0.000184078,0.00011663,0.00009074072,0.000004221886,0.0005012218,0.000008815537,0.001401556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00498572,"threshold_uncertainty_score":0.010759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401233821","doi":"10.1142/9781800615212_bmatter","title":"BACK MATTER","year":2024,"lang":"en","type":"paratext","venue":"Transformations in banking, finance and regulation","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Garcia; Library science; Download; Political science; Humanities; Management; Engineering; Geography; Art; Computer science; Economics; World Wide Web","authors":[{"name":"Marco Corazza","is_ca":false},{"name":"René García","is_ca":true},{"name":"Faisal Shah Khan","is_ca":false},{"name":"Davide La Torre","is_ca":false},{"name":"Hatem Masri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01108133855683957,"gpt":0.2258411442067813,"spread":0.2147598056499417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005753505,0.0007968328,0.0007710944,0.001357455,0.002786739,0.009171421,0.0008764062,0.004638994,0.8889339],"category_scores_gemma":[0.003237585,0.0003752667,0.00071188,0.0009236319,0.001211501,0.002385656,0.002350545,0.002993549,0.8766165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001801292,"about_ca_system_score_gemma":0.002121246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005787746,"about_ca_topic_score_gemma":0.01305955,"domain_scores_codex":[0.9992742,0.00005298648,0.00002582158,0.0001662913,0.0003474803,0.0001332471],"domain_scores_gemma":[0.9990035,0.0001160472,0.00003505724,0.0001708919,0.0003858061,0.0002887885],"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":[0.00002401648,0.00002469116,0.00009696878,0.00005072375,0.000002387741,0.00003597157,0.00002766455,0.00003887697,0.000159088,0.009798634,0.9292932,0.06044783],"study_design_scores_gemma":[0.000003673147,0.000003749618,0.0001295455,0.00003210696,8.453968e-7,0.00001266365,0.00002372045,0.00002875196,0.00005111513,0.001152582,0.9985589,0.000002475464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002059661,0.000336152,0.0002313695,0.003288883,0.005366451,0.0000391883,0.000978701,0.0004938156,0.9890594],"genre_scores_gemma":[0.0003396537,0.00005253672,0.00003524011,0.0004843385,0.0001348207,0.000006981793,0.0001426406,0.00005591108,0.9987478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1110661,"threshold_uncertainty_score":0.1584222,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393077948","doi":"10.1142/9781800614482_0001","title":"The Impact of Globalization and Financial Development on Climate Change: Fresh Evidence from 60 Developing Countries","year":2024,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Developing country; Climate change; Globalization; Business; Development economics; Natural resource economics; Economics; Economic growth; Market economy","authors":[{"name":"Michael Polemis","is_ca":false},{"name":"Thanasis Stengos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06893924021901576,"gpt":0.2761287374105296,"spread":0.2071894971915139,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004853966,0.0002184757,0.0002098123,0.001282462,0.0002854592,0.0009998998,0.0001323148,0.0001760946,0.002291828],"category_scores_gemma":[0.001382087,0.00009856599,0.0003239463,0.004081125,0.0004450809,0.0007360725,0.000674044,0.0004580727,0.0002659806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003397163,"about_ca_system_score_gemma":0.0004228127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008055203,"about_ca_topic_score_gemma":0.01235612,"domain_scores_codex":[0.999859,0.00003974676,0.00001417813,0.00002125463,0.00004095886,0.00002484183],"domain_scores_gemma":[0.9989583,0.0005249426,0.000336401,0.00003567378,0.00009586331,0.00004875503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001843284,0.0001150029,0.7450071,0.001654866,0.0004306897,0.001129099,0.004072432,0.005395763,0.0008273483,0.01603621,0.01486954,0.2102775],"study_design_scores_gemma":[0.000006139563,0.00005844185,0.9460249,0.0008516594,0.0001849169,0.0002573149,0.004229493,0.0005997764,0.0005523775,0.00240875,0.04480502,0.00002123401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8835899,0.07707014,0.0009283412,0.001670767,0.00008756055,0.00002104084,0.004030679,0.00001623502,0.03258532],"genre_scores_gemma":[0.9118728,0.08187731,0.0008061758,0.0002895326,0.0001583184,0.00001447747,0.002821432,0.00001309527,0.002146841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008055203,"threshold_uncertainty_score":0.01601666,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401233976","doi":"10.1142/9781800615212_0003","title":"Portfolio Allocation and Reinforcement Learning","year":2024,"lang":"en","type":"book-chapter","venue":"Transformations in banking, finance and regulation","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Reinforcement learning; Reinforcement; Portfolio; Computer science; Portfolio allocation; Artificial intelligence; Psychology; Economics; Social psychology; Financial economics","authors":[{"name":"René García","is_ca":true},{"name":"Alissa Marinenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01560862332442668,"gpt":0.2000838435216769,"spread":0.1844752201972502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001068987,0.0009828063,0.0007762408,0.0004238516,0.0003057579,0.001632159,0.0009155937,0.00134409,0.0084161],"category_scores_gemma":[0.002816465,0.0002753258,0.0004685305,0.0007852988,0.001591787,0.001662893,0.0009399282,0.001926702,0.001736633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001379229,"about_ca_system_score_gemma":0.001046808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489214,"about_ca_topic_score_gemma":0.001126384,"domain_scores_codex":[0.9993867,0.0002627196,0.00003206402,0.0001109035,0.0001687505,0.00003892697],"domain_scores_gemma":[0.9993696,0.0004375339,0.00004437128,0.00005241145,0.00006730597,0.00002893723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002244388,0.00006245629,0.000267148,0.0002325655,0.00004691332,0.00006933293,0.00007806657,0.1235722,0.0004609038,0.7300837,0.008560614,0.1365436],"study_design_scores_gemma":[0.00001821022,0.00003785026,0.0001829252,0.0001176582,0.00001279375,0.00008216451,0.00002409602,0.1901748,0.0004230085,0.762543,0.04636747,0.00001600515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003148492,0.012801,0.9173166,0.002265969,0.0004080114,0.00006707053,0.0001041724,0.0002576936,0.06363092],"genre_scores_gemma":[0.4059785,0.03325118,0.4587601,0.002001826,0.001641865,0.0006851915,0.0005109754,0.0003364174,0.09683397],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0084161,"threshold_uncertainty_score":0.02815461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}