{"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":"306840730e48","filters":{"venue":"Municipal Finance Journal"}},"results":[{"id":"W4416372380","doi":"10.1086/mfj37030045","title":"Underwriters and Broker-Dealers: What’s All the Paperwork About?","year":2016,"lang":"en","type":"article","venue":"Municipal Finance Journal","topic":"Securities Regulation and Market Practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nickel Institute","funders":"","keywords":"Underwriting; Rulemaking; Issuer; Enforcement; Commission; Securities Exchange Act of 1934; Legislation","authors":[{"name":"D.R. Deaton","is_ca":false},{"name":"Stephen Heaney","is_ca":true},{"name":"P Henry","is_ca":true},{"name":"Chris Mukai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03074921102906243,"gpt":0.2538338192503066,"spread":0.2230846082212442,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01035068,0.0004263871,0.0006253482,0.002129712,0.007572061,0.02201182,0.001464263,0.009115816,0.01344124],"category_scores_gemma":[0.03332916,0.000451506,0.0005176634,0.005005863,0.009839663,0.02713484,0.004849285,0.006620587,0.003648787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00765958,"about_ca_system_score_gemma":0.01636464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0231547,"about_ca_topic_score_gemma":0.03173704,"domain_scores_codex":[0.9871747,0.006056137,0.0005749315,0.001136358,0.002963123,0.002094694],"domain_scores_gemma":[0.9816042,0.007308906,0.002450907,0.0009560998,0.004031485,0.003648481],"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":[0.00004623127,0.000121682,0.01310878,0.000758179,0.00003338709,0.0006924807,0.03049781,0.0001251861,0.0001533695,0.203051,0.4690391,0.2823729],"study_design_scores_gemma":[0.00001487009,0.00003357693,0.005268807,0.00248548,0.00002045601,0.0003400999,0.03542642,0.00009611695,0.0001189048,0.05687795,0.8992831,0.00003426717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006253084,0.09333538,0.0009617879,0.8575906,0.008171097,0.00001754031,0.00004792942,0.00002504903,0.03359758],"genre_scores_gemma":[0.3047629,0.3389795,0.003052979,0.2542365,0.0286198,0.0001295875,0.0002865333,0.0001451877,0.06978692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0231547,"threshold_uncertainty_score":0.05557442,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416372206","doi":"10.1086/mfj35030047","title":"Reflections on Measuring Urban Fiscal Health","year":2014,"lang":"en","type":"article","venue":"Municipal Finance Journal","topic":"Fiscal Policies and Political Economy","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 Toronto","funders":"","keywords":"Fiscal union; Fiscal imbalance; Measure (data warehouse); Fiscal policy; Fiscal federalism; Health indicator","authors":[{"name":"Richard Bird","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1108280646367917,"gpt":0.3110695196047913,"spread":0.2002414549679996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03336748,0.0008457219,0.001226515,0.003871954,0.002953999,0.01091742,0.002857474,0.0037979,0.004619485],"category_scores_gemma":[0.08010808,0.0004877918,0.0009046252,0.006419182,0.01763927,0.01647392,0.007477675,0.008061264,0.0004238514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0125155,"about_ca_system_score_gemma":0.01094169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07233118,"about_ca_topic_score_gemma":0.06765764,"domain_scores_codex":[0.9719582,0.01961547,0.001486164,0.001234184,0.003618496,0.00208744],"domain_scores_gemma":[0.9283491,0.0389275,0.007628375,0.003632207,0.01882267,0.002640078],"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":[0.0001274932,0.0001744472,0.1100526,0.0008217369,0.0002467301,0.0001517048,0.02248389,0.00971215,0.0002931109,0.7012898,0.03924205,0.1154042],"study_design_scores_gemma":[0.00005761204,0.000295034,0.09318891,0.003776927,0.0001387932,0.000166625,0.1233053,0.005191014,0.002078211,0.6011337,0.1704182,0.0002497463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1171405,0.01477904,0.02680931,0.8002472,0.00178369,0.00008449666,0.001244046,0.00009754283,0.03781434],"genre_scores_gemma":[0.9373514,0.007307768,0.01824481,0.03086449,0.002449108,0.0001496036,0.000404317,0.00006847384,0.003160024],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07233118,"threshold_uncertainty_score":0.1764662,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416372366","doi":"10.1086/mfj21010001","title":"Local Government Reserve Funds and Fund Balance: Some Applications of Business Concepts","year":2000,"lang":"en","type":"article","venue":"Municipal Finance Journal","topic":"Local Government Finance and Decentralization","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":"Institute on Governance","funders":"","keywords":"Sovereign wealth fund; Local government; Government (linguistics); Fund of funds; Work (physics)","authors":[{"name":"Charlie B. Tyer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0249685919704045,"gpt":0.3118635237442364,"spread":0.2868949317738319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004489602,0.0008615457,0.0009348668,0.004199176,0.001991161,0.00639839,0.001380748,0.003447516,0.009622826],"category_scores_gemma":[0.01438887,0.0006226475,0.001112914,0.00483137,0.009383349,0.01431138,0.002313055,0.004305688,0.0005135314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00376784,"about_ca_system_score_gemma":0.001368436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004091076,"about_ca_topic_score_gemma":0.003025249,"domain_scores_codex":[0.9987549,0.0007163292,0.00008156575,0.0001554283,0.0002084388,0.00008329855],"domain_scores_gemma":[0.9918947,0.006659138,0.0005192553,0.0002536774,0.0004742785,0.0001989952],"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":[0.00000407492,0.000005100274,0.00009300416,0.00001023066,0.000002122503,0.00001568139,0.0001551656,0.0004906421,0.0000159175,0.9965843,0.0003997245,0.00222402],"study_design_scores_gemma":[0.000009191181,0.000007524164,0.0002028631,0.00002456525,0.000005623045,0.00003332486,0.0001486688,0.003053442,0.00003667119,0.9913829,0.005089223,0.000005975445],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09900484,0.04068503,0.4565078,0.04518565,0.001336925,0.0001522861,0.0002980818,0.0001873412,0.3566421],"genre_scores_gemma":[0.8983002,0.01446883,0.05383287,0.001374623,0.003303227,0.0002670408,0.0001051036,0.0001145308,0.02823355],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009622826,"threshold_uncertainty_score":0.03219151,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7106039019","doi":"10.1086/mfj4203012727","title":"The 2021 Texas Winter Storm: Perspectives on the Future Dangers of Climate Change, and ERCOT and Deregulation","year":2021,"lang":"en","type":"article","venue":"Municipal Finance Journal","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Emera (Canada)","funders":"","keywords":"Deregulation; Electric utility; Preparedness; Storm; Climate change; Extreme weather; Electric power","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0117379635944916,"gpt":0.2129674476949811,"spread":0.2012294841004895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002852466,0.0007688195,0.0003484047,0.0006644394,0.003595524,0.006588211,0.0008090301,0.006367482,0.008296834],"category_scores_gemma":[0.002752364,0.0002129082,0.0006406273,0.001158477,0.002296008,0.003681399,0.00153667,0.005227715,0.0005854738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007424464,"about_ca_system_score_gemma":0.008362581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03309113,"about_ca_topic_score_gemma":0.1134782,"domain_scores_codex":[0.9988657,0.0004139511,0.00003152238,0.00006275349,0.0002589654,0.0003671099],"domain_scores_gemma":[0.9982786,0.0006951738,0.0002847231,0.00003170579,0.0003585174,0.0003511421],"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":[0.0001492872,0.0001004626,0.005828361,0.0002887429,0.00003385401,0.00171654,0.002298974,0.006967557,0.0005077077,0.1611643,0.7765641,0.04438021],"study_design_scores_gemma":[0.00002259062,0.0001466382,0.00919178,0.000832138,0.00003051507,0.0004143406,0.01965259,0.002810842,0.0002904969,0.02995406,0.936568,0.00008592282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01485782,0.04233649,0.00100721,0.8676201,0.00699331,0.00002044015,0.0003548596,0.00003724234,0.06677258],"genre_scores_gemma":[0.4728197,0.1748345,0.002821413,0.2492525,0.03461251,0.00008810987,0.0007625753,0.0001114991,0.06469707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03309113,"threshold_uncertainty_score":0.06579703,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416372406","doi":"10.1086/mfj33010059","title":"The Economic Impact of U.S. Airports During the Recession and the Recovery","year":2012,"lang":"en","type":"article","venue":"Municipal Finance Journal","topic":"Aviation Industry Analysis and Trends","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":"Recession; Economic impact analysis; Business cycle; Economic recovery; Quarter (Canadian coin); State (computer science); Global recession; Economic forecasting","authors":[{"name":"Nick Larsen","is_ca":false},{"name":"Chris Mier","is_ca":false},{"name":"Loop Capital Markets LLC","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02171740227045702,"gpt":0.2534603803818499,"spread":0.2317429781113929,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005221395,0.0001844118,0.0001839317,0.0008039242,0.0008155335,0.001668472,0.0001859502,0.0005890625,0.001548195],"category_scores_gemma":[0.002811943,0.0001273653,0.0001828003,0.002126338,0.0004731671,0.0009539542,0.0008494185,0.001004918,0.0002684529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002298547,"about_ca_system_score_gemma":0.001313973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1751203,"about_ca_topic_score_gemma":0.2693639,"domain_scores_codex":[0.9996517,0.00005806211,0.00002318086,0.00002941031,0.00006271022,0.000174901],"domain_scores_gemma":[0.9987679,0.0001393367,0.0005296951,0.00003404572,0.0003251103,0.0002037568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006680214,0.0002499046,0.9435183,0.00005952073,0.00007487483,0.0007217889,0.002101196,0.00538381,0.0008291818,0.003946872,0.01349338,0.02895316],"study_design_scores_gemma":[0.0000075282,0.00007562355,0.9829405,0.00004104114,0.00002377432,0.00006040555,0.007936966,0.002294887,0.0002069434,0.0004563229,0.005937886,0.00001808955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919705,0.0003915074,0.00006024648,0.002340942,0.00002384496,0.000008551706,0.000951749,0.000004236661,0.004248279],"genre_scores_gemma":[0.9981108,0.0004778364,0.00002484494,0.0001684134,0.00001350045,0.000003285754,0.0005391496,0.000002738509,0.0006595369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1751203,"threshold_uncertainty_score":0.348202,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416372795","doi":"10.1086/mfj31010061","title":"Over-the-Counter Weather Derivatives as a Snowfall Risk Management Tool for Municipalities","year":2010,"lang":"en","type":"article","venue":"Municipal Finance Journal","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Brock University","funders":"","keywords":"Snow; Hedge; Risk management; Government (linguistics); Weather forecasting; Risk assessment; Value (mathematics)","authors":[{"name":"Joseph Kushner","is_ca":true},{"name":"Martin Kusý","is_ca":true},{"name":"Tomson Ogwang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01062681536322895,"gpt":0.240508188844781,"spread":0.229881373481552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002979915,0.0002560968,0.0003398615,0.001016737,0.0006544015,0.002597622,0.0006648258,0.0005872057,0.003207872],"category_scores_gemma":[0.01199631,0.0001644513,0.0002571761,0.001247749,0.0006492476,0.002058531,0.001314957,0.0007569729,0.0002171097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001997152,"about_ca_system_score_gemma":0.002287307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01259907,"about_ca_topic_score_gemma":0.01958772,"domain_scores_codex":[0.998765,0.0006752263,0.00005477949,0.00006745605,0.0003268172,0.0001107475],"domain_scores_gemma":[0.9956818,0.001824306,0.001160597,0.0005500766,0.0004585813,0.0003246201],"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":[0.001074762,0.0007597436,0.09742703,0.0002378498,0.0001780858,0.001670965,0.004329252,0.1280673,0.006828914,0.281125,0.01830463,0.4599964],"study_design_scores_gemma":[0.0002516404,0.001191506,0.09343005,0.0004242689,0.0003285038,0.001203497,0.01012596,0.6557262,0.007095532,0.1366638,0.09327875,0.0002802988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8868027,0.001086208,0.05364015,0.009298332,0.00007245564,0.0002144498,0.0002805536,0.0005215881,0.04808361],"genre_scores_gemma":[0.9914463,0.000176887,0.006993056,0.00004206747,0.00002162303,0.00001175932,0.0000275795,0.00001127149,0.001269621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259907,"threshold_uncertainty_score":0.02505147,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}