{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"789399491b27","filters":{"venue":"Journal of securities operations & custody"}},"results":[{"id":"W4400990443","doi":"10.69554/jgoo7054","title":"The transition to T+1: Accelerated settlement cycles and progress so far","year":2023,"lang":"en","type":"article","venue":"Journal of securities operations & custody","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Transition (genetics); Settlement (finance); Computer science; Biology; World Wide Web","authors":[{"name":"Pardeep Cassells","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02047374116860234,"gpt":0.2856616934047445,"spread":0.2651879522361422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006759537,0.0002946769,0.0002634226,0.0008876814,0.002399325,0.008081635,0.001088689,0.00195494,0.01514583],"category_scores_gemma":[0.019366,0.0002013372,0.0004142109,0.001702142,0.003217359,0.008278865,0.003782971,0.003076841,0.001788181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002518557,"about_ca_system_score_gemma":0.004554456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005038575,"about_ca_topic_score_gemma":0.004545689,"domain_scores_codex":[0.9974651,0.0005668647,0.0002012981,0.0004058965,0.0008302087,0.0005305558],"domain_scores_gemma":[0.9938291,0.001344554,0.0015727,0.0004536568,0.00149476,0.001305162],"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":[0.0003360067,0.0002504257,0.03776994,0.0005240891,0.00002766671,0.001032874,0.01065618,0.002628285,0.002262073,0.5409982,0.03891386,0.3646004],"study_design_scores_gemma":[0.00005636405,0.000341262,0.0677181,0.0007189837,0.00002426174,0.001090197,0.02007551,0.003625125,0.002588656,0.128244,0.775391,0.0001264695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6939253,0.0143818,0.01318613,0.08614043,0.002267818,0.0001615515,0.0005648945,0.0003222741,0.1890498],"genre_scores_gemma":[0.9716784,0.005126028,0.003909607,0.003848827,0.0004692377,0.00004106226,0.0002576711,0.00008850656,0.01458076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01514583,"threshold_uncertainty_score":0.05066788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3156102160","doi":"10.69554/evkf5027","title":"Beyond the hype: How can the financial industry benefit from artificial intelligence?","year":2021,"lang":"en","type":"article","venue":"Journal of securities operations & custody","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Marketing buzz; Champion; Artificial intelligence; Value (mathematics); Hacker; Mistake; Big data; Computer science; Business; Political science; Machine learning","authors":[{"name":"François Mercier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04978463731021422,"gpt":0.2681443881943908,"spread":0.2183597508841766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01893617,0.001238202,0.001351465,0.002877513,0.006478073,0.02549907,0.002537785,0.01332562,0.01062988],"category_scores_gemma":[0.03577828,0.0004435226,0.0008132213,0.002912223,0.02859627,0.0379557,0.005397013,0.01470289,0.006141092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01564119,"about_ca_system_score_gemma":0.02051367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07529594,"about_ca_topic_score_gemma":0.07366788,"domain_scores_codex":[0.9910521,0.003809674,0.0002269421,0.0007024612,0.002707776,0.001501021],"domain_scores_gemma":[0.9765437,0.01292279,0.0008211343,0.001143032,0.005891016,0.002678392],"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":[0.000103739,0.00006357896,0.001281826,0.0006845506,0.00005653762,0.0003051316,0.002602744,0.0007524681,0.0002797194,0.6233105,0.2502756,0.1202835],"study_design_scores_gemma":[0.00002498807,0.0000423212,0.0009773228,0.001902465,0.0000164843,0.0001085599,0.003646431,0.0007252371,0.0002498279,0.4558498,0.5363855,0.00007111151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001728312,0.05321257,0.00303772,0.8923225,0.002864846,0.00001336752,0.00008244522,0.0001005426,0.04663767],"genre_scores_gemma":[0.310294,0.1688679,0.01255997,0.4363109,0.01191711,0.000137361,0.0002660026,0.0005261099,0.05912064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07529594,"threshold_uncertainty_score":0.1497153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411489924","doi":"10.69554/irnn2295","title":"Lessons from T+1 settlement: Risk mitigation and future implications","year":2025,"lang":"en","type":"article","venue":"Journal of securities operations & custody","topic":"Private Equity and Venture Capital","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":"Settlement (finance); Timeline; Milestone; Risk management; Business; Workflow; Early adopter; Market liquidity; Counterparty; Process management; Industrial organization; Finance; Marketing; Economics; Management; Credit risk; Geography","authors":[{"name":"David Petiteville","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008780177415378796,"gpt":0.2537988130355545,"spread":0.2450186356201757,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006848602,0.0005612256,0.0004010519,0.0007101731,0.00336043,0.01133603,0.002393668,0.00475492,0.01395922],"category_scores_gemma":[0.01657329,0.000192658,0.0009423232,0.001182987,0.005589318,0.01178819,0.005046661,0.005875524,0.00216066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004064432,"about_ca_system_score_gemma":0.01326685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01075409,"about_ca_topic_score_gemma":0.01464109,"domain_scores_codex":[0.9968058,0.0009723937,0.000145496,0.0003266608,0.0008462269,0.0009035842],"domain_scores_gemma":[0.9931896,0.002098558,0.0009432353,0.0005194602,0.001608252,0.001640701],"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":[0.0002287729,0.0003778482,0.01110157,0.0007279544,0.00002644193,0.003118209,0.01040848,0.006008804,0.001969907,0.651841,0.0621354,0.2520555],"study_design_scores_gemma":[0.00006126879,0.000456644,0.009880808,0.001615444,0.00003110526,0.00132288,0.04014846,0.00484493,0.002992315,0.5129961,0.4255032,0.000146825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1985955,0.01300209,0.0339997,0.5210332,0.003270801,0.0003074217,0.0006995064,0.0005739506,0.2285178],"genre_scores_gemma":[0.9341046,0.01249108,0.01916144,0.01720483,0.0007005306,0.0001078475,0.0003711005,0.0001774855,0.01568093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01395922,"threshold_uncertainty_score":0.04669827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400990447","doi":"10.69554/xagv5870","title":"Banking book collateral transformation","year":2019,"lang":"en","type":"article","venue":"Journal of securities operations & custody","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Collateral; Transformation (genetics); Business; Biology; Finance","authors":[{"name":"Manan Shah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01836796374917717,"gpt":0.2247789852260453,"spread":0.2064110214768681,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001518619,0.0005463085,0.0004193288,0.002169427,0.0009939082,0.005181878,0.0009642953,0.0007077162,0.06070637],"category_scores_gemma":[0.009427615,0.0003422835,0.0005500795,0.002746769,0.0007774642,0.004792656,0.0027442,0.001408284,0.03745103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001004656,"about_ca_system_score_gemma":0.001754737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099018,"about_ca_topic_score_gemma":0.001688787,"domain_scores_codex":[0.9974674,0.0003099839,0.0002005813,0.0004247776,0.001421766,0.0001754254],"domain_scores_gemma":[0.9953449,0.0004919438,0.0003810953,0.001825781,0.001710957,0.000245175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004064411,0.0003919163,0.008095568,0.0002916511,0.00003502297,0.0008191238,0.001297349,0.004937259,0.01067957,0.08265625,0.1995589,0.6908311],"study_design_scores_gemma":[0.00006575824,0.0002256861,0.01132849,0.0001715694,0.0000387405,0.00139964,0.0007931319,0.01677534,0.02125824,0.026102,0.9217359,0.0001054755],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1232726,0.001300364,0.1564585,0.004385918,0.001599984,0.001940539,0.01165668,0.03897696,0.6604085],"genre_scores_gemma":[0.4808235,0.00162973,0.1055259,0.001303551,0.0007836238,0.0006877478,0.02121424,0.004766173,0.3832656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06070637,"threshold_uncertainty_score":0.203083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400990556","doi":"10.69554/vnzz8123","title":"Asset managers and the quest for collateral and liquidity","year":2021,"lang":"en","type":"article","venue":"Journal of securities operations & custody","topic":"Banking stability, regulation, efficiency","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":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Collateral; Market liquidity; Asset (computer security); Business; Finance; Financial system; Economics; Computer science; Computer security","authors":[{"name":"Manan Shah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01622019026730086,"gpt":0.2384589358890558,"spread":0.222238745621755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001508108,0.0001504974,0.0002375512,0.0007856113,0.0008441025,0.004328803,0.0002785887,0.001684812,0.004938707],"category_scores_gemma":[0.006440323,0.0001630551,0.00009424092,0.0006698093,0.00494303,0.005156775,0.001270394,0.001943794,0.0005603483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000769558,"about_ca_system_score_gemma":0.001039488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099555,"about_ca_topic_score_gemma":0.001270255,"domain_scores_codex":[0.999436,0.0002707953,0.00003377862,0.00007068579,0.0001061202,0.00008254672],"domain_scores_gemma":[0.9975313,0.0009410041,0.0009440248,0.00008261972,0.0002003397,0.0003006448],"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":[0.00009517674,0.00005784223,0.01603953,0.00005525422,0.00001220555,0.0007557937,0.00314445,0.001056754,0.0007632424,0.916896,0.006566992,0.05455678],"study_design_scores_gemma":[0.00002144427,0.0000732191,0.01284053,0.0001760653,0.000009134455,0.0006833348,0.002261158,0.001774598,0.000253159,0.9459872,0.03589031,0.00002982602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4925432,0.05095565,0.01246234,0.1275881,0.0003652682,0.00002796229,0.0001182544,0.00006520277,0.3158739],"genre_scores_gemma":[0.9810542,0.006769299,0.001194967,0.001113965,0.0004526102,0.000007979225,0.00002019355,0.000005966096,0.009380815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004938707,"threshold_uncertainty_score":0.01652169,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411489930","doi":"10.69554/pyky8355","title":"Navigating settlement efficiency in a world of CSDR and T+1","year":2025,"lang":"en","type":"article","venue":"Journal of securities operations & custody","topic":"Banking stability, regulation, efficiency","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":"Settlement (finance); Financial market; Asset (computer security); Investment (military); Business; European union; Capital market; Bond; Variety (cybernetics); International economics; Monetary economics; Finance; Economics; International trade; Political science","authors":[{"name":"Jesús Benito","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01351772144894253,"gpt":0.26722531258681,"spread":0.2537075911378674,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02700475,0.0004800888,0.0009022807,0.001901212,0.003924941,0.01995153,0.002584924,0.005050774,0.01262511],"category_scores_gemma":[0.05301644,0.0005911689,0.0008173349,0.002228823,0.008339567,0.01345228,0.008192492,0.004778337,0.001680798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006761792,"about_ca_system_score_gemma":0.008295802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006946087,"about_ca_topic_score_gemma":0.005436572,"domain_scores_codex":[0.9823835,0.0058675,0.001278391,0.003483986,0.004708768,0.002277902],"domain_scores_gemma":[0.966613,0.01314002,0.008513696,0.002606709,0.007016642,0.002109927],"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":[0.0001691486,0.0001004465,0.01525546,0.0002633716,0.00004784027,0.001045084,0.006796437,0.008842306,0.001158743,0.8742138,0.01609449,0.07601292],"study_design_scores_gemma":[0.0000892287,0.0004018573,0.02087984,0.001095849,0.00005821808,0.001496176,0.01744073,0.02737153,0.002747388,0.6846775,0.2435357,0.0002060616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3445444,0.006573834,0.1830282,0.06478614,0.0009570179,0.0003416178,0.0005577935,0.000642857,0.3985682],"genre_scores_gemma":[0.9617474,0.001006613,0.01908586,0.004204238,0.0002515851,0.0001248566,0.0001595962,0.0002481101,0.0131718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02700475,"threshold_uncertainty_score":0.1428165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}