{"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":"119117fdafa3","filters":{"venue":"Operations Research Perspectives"}},"results":[{"id":"W4200130196","doi":"10.1016/j.orp.2021.100210","title":"A simulation–optimization framework for optimizing response strategies to epidemics","year":2021,"lang":"en","type":"article","venue":"Operations Research Perspectives","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Closure (psychology); Social distance; Computer science; Risk analysis (engineering); Operations research; Coronavirus disease 2019 (COVID-19); Management science; Business; Economics; Engineering; Medicine","authors":[{"name":"Melissa Gillis","is_ca":true},{"name":"Ryley Urban","is_ca":true},{"name":"Ahmed Saif","is_ca":true},{"name":"Noreen Kamal","is_ca":true},{"name":"Matthew Murphy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5230268611592118,"gpt":0.600429788115829,"spread":0.07740292695661721,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003365075,0.001910761,0.001709984,0.001164204,0.0007109905,0.001931576,0.001684102,0.002197395,0.003463226],"category_scores_gemma":[0.006852758,0.0009750419,0.001549852,0.0009802417,0.001621243,0.001112794,0.00174296,0.001957149,0.0003336972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002538359,"about_ca_system_score_gemma":0.004178937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02892306,"about_ca_topic_score_gemma":0.01215307,"domain_scores_codex":[0.9985044,0.0009317864,0.000062754,0.0001731194,0.0001682591,0.0001596954],"domain_scores_gemma":[0.9967465,0.002496945,0.0002573261,0.00006746961,0.0002942276,0.0001375136],"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":[0.000005672395,0.000005410748,0.0000665049,0.00000859733,0.000009665887,0.000007872795,0.000006486832,0.9938049,0.00004067772,0.005306118,0.00007133302,0.0006666769],"study_design_scores_gemma":[0.000007460804,0.000007756573,0.00002622189,0.000005074045,0.000004669653,0.000002896088,0.000004806502,0.9948252,0.00002906867,0.004768751,0.0003145056,0.000003620762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008896087,0.0004216057,0.9833466,0.0009170404,0.00007067543,0.00009970369,0.0001450456,0.0001504383,0.005952907],"genre_scores_gemma":[0.6201704,0.001531368,0.3662235,0.0004466448,0.0002029309,0.0009459007,0.0005163063,0.000175739,0.009787122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02892306,"threshold_uncertainty_score":0.05750942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2784086842","doi":"10.1016/j.orp.2018.01.002","title":"Configuration and evaluation of an integrated demand management process using a space-filling design and Kriging metamodeling","year":2018,"lang":"en","type":"article","venue":"Operations Research Perspectives","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université TÉLUQ; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Metamodeling; Kriging; Computer science; Operations research; Process (computing); Industrial engineering; Profit (economics); Engineering; Economics; Microeconomics","authors":[{"name":"Maha Ben Ali","is_ca":true},{"name":"Sophie D’Amours","is_ca":true},{"name":"Jonathan Gaudreault","is_ca":true},{"name":"M-A. Carle","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1348384683079855,"gpt":0.3989901837834457,"spread":0.2641517154754602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002128073,0.0007528217,0.0005770252,0.0006454502,0.0003982211,0.001102736,0.0008466049,0.0007953945,0.001409281],"category_scores_gemma":[0.003063382,0.0004267618,0.0007124364,0.0004400688,0.000488493,0.0006343201,0.0005748505,0.0006784213,0.000130134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001995841,"about_ca_system_score_gemma":0.001867374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01471782,"about_ca_topic_score_gemma":0.009490289,"domain_scores_codex":[0.9991672,0.0003915388,0.00004569209,0.0001270784,0.0001443542,0.0001240418],"domain_scores_gemma":[0.9980458,0.001170762,0.0002036259,0.0002100485,0.000291048,0.00007882596],"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":[0.0001060112,0.0001407811,0.001510585,0.00004105967,0.00001369777,0.0000216634,0.0000570081,0.9877096,0.002671584,0.0006360423,0.00003239033,0.007059545],"study_design_scores_gemma":[0.0000258834,0.000184457,0.0006329352,0.000004389374,0.000009595965,0.000004165855,0.00004335641,0.9957755,0.002931209,0.0002450622,0.0001324605,0.00001103802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8026825,0.00005339582,0.1935053,0.00006709086,0.00001388384,0.00043032,0.0002433371,0.0004714078,0.002532846],"genre_scores_gemma":[0.9403887,0.00002343662,0.05884676,0.000009301913,0.000001319367,0.0001784176,0.0001176991,0.00002188065,0.0004124248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01471782,"threshold_uncertainty_score":0.02926427,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2084126087","doi":"10.1016/j.orp.2014.06.002","title":"Power theories for multi-choice organizations and political rules: Rank-order equivalence","year":2014,"lang":"en","type":"article","venue":"Operations Research Perspectives","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Equivalence (formal languages); Voting; Mathematics; Equivalence class (music); Mathematical economics; Rank (graph theory); Social choice theory; Equivalence relation; Ordinal regression; Shapley value; Ordinal data; Order (exchange); Econometrics; Game theory; Discrete mathematics; Politics; Economics; Statistics; Combinatorics; Political science","authors":[{"name":"Roland Pongou","is_ca":true},{"name":"Bertrand Tchantcho","is_ca":false},{"name":"Narcisse Tedjeugang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07920507547477938,"gpt":0.3717503774391924,"spread":0.292545301964413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007643581,0.0007436976,0.001389033,0.002431995,0.001611078,0.005057037,0.001495225,0.001742173,0.006441941],"category_scores_gemma":[0.0328856,0.0003545315,0.001568773,0.002221837,0.006961494,0.008621153,0.002340834,0.00351892,0.0007629069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002476701,"about_ca_system_score_gemma":0.001071388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009454713,"about_ca_topic_score_gemma":0.0005855093,"domain_scores_codex":[0.9929711,0.003389145,0.0004028265,0.0008787847,0.001850312,0.0005078494],"domain_scores_gemma":[0.9700281,0.0210152,0.003193571,0.003024012,0.001971728,0.000767428],"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":[0.000004365594,0.0000118832,0.00020181,0.0000142785,0.000006226752,0.00001341595,0.00006726291,0.001863027,0.00005060347,0.9949969,0.0002031344,0.002567177],"study_design_scores_gemma":[0.000006136886,0.000007115424,0.0001411538,0.000006964376,0.000002477474,0.00001227744,0.00001961099,0.009635099,0.00003445544,0.9895465,0.0005847358,0.000003525058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1098224,0.002365568,0.7961246,0.004457897,0.0001707433,0.0001618859,0.0002639001,0.00007541343,0.08655747],"genre_scores_gemma":[0.9199432,0.001433709,0.0717487,0.0004514536,0.0006784567,0.0003537736,0.0002884295,0.0000416541,0.005060476],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007643581,"threshold_uncertainty_score":0.04042357,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4378373065","doi":"10.1016/j.orp.2023.100282","title":"Measuring the performance of retailers during the COVID-19 pandemic: Embedding optimal control theory principles in a dynamic data envelopment analysis approach","year":2023,"lang":"en","type":"article","venue":"Operations Research Perspectives","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Fondo Nacional de Desarrollo Científico y Tecnológico; Agencia Nacional de Investigación y Desarrollo; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Competitor analysis; Data envelopment analysis; Business; Product (mathematics); Quarter (Canadian coin); Control (management); Marketing; Industrial organization; Economics","authors":[{"name":"Isotília Costa Melo","is_ca":false},{"name":"Paulo Nocera Alves","is_ca":false},{"name":"Jéssica Syrio Callefi","is_ca":false},{"name":"Karoline Arguelho da Silva","is_ca":false},{"name":"Marcelo Seido Nagano","is_ca":false},{"name":"Daisy Aparecida do Nascimento Rebelatto","is_ca":false},{"name":"Athanasios Rentizelas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3623657980539193,"gpt":0.4893257730861277,"spread":0.1269599750322084,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00372364,0.000572941,0.0006047174,0.001600597,0.0003409394,0.002179737,0.0005371791,0.0008707041,0.0004783752],"category_scores_gemma":[0.008418254,0.0003263941,0.0006845415,0.001946975,0.0005920319,0.002354483,0.001081154,0.0006791901,0.0001088849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002076052,"about_ca_system_score_gemma":0.001752704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01447444,"about_ca_topic_score_gemma":0.008064535,"domain_scores_codex":[0.9979673,0.0008928814,0.000167195,0.0002403472,0.0005151589,0.0002171695],"domain_scores_gemma":[0.9961584,0.002229827,0.0007138908,0.0002883332,0.0005302627,0.00007928118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001583902,0.0002749727,0.06923459,0.0001833048,0.0001398298,0.0001517476,0.0005415542,0.8732921,0.002694644,0.01444676,0.0004720383,0.03841005],"study_design_scores_gemma":[0.00001006683,0.0003150826,0.03066199,0.00007014477,0.00004060001,0.00006097096,0.001521787,0.9548929,0.003126692,0.008044693,0.00119033,0.00006470265],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7761321,0.0003646346,0.2148291,0.0006854326,0.00002145966,0.0002640208,0.0006087226,0.00006302181,0.007031543],"genre_scores_gemma":[0.9817723,0.0001182316,0.01755716,0.00002372425,0.000002878761,0.00006003307,0.0001739809,0.000006309747,0.0002853687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01447444,"threshold_uncertainty_score":0.0287804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2807206830","doi":"10.1016/j.orp.2018.05.001","title":"On slowdown variance as a measure of fairness","year":2018,"lang":"en","type":"article","venue":"Operations Research Perspectives","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slowdown; Measure (data warehouse); Computer science; Variance (accounting); Decoupling (probability); Metric (unit); Suite; Range (aeronautics); Econometrics; Mathematics; Economics; Data mining; Political science; Engineering; Law; Operations management; Accounting","authors":[{"name":"Vincent J. Maccio","is_ca":true},{"name":"Jenell Hogg","is_ca":true},{"name":"Douglas G. Down","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03851069793096599,"gpt":0.3624613144880698,"spread":0.3239506165571038,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03066925,0.002020491,0.002882809,0.005690654,0.002399089,0.006543166,0.002884653,0.003266614,0.001911265],"category_scores_gemma":[0.1054694,0.0005647858,0.001515175,0.004668409,0.01141508,0.01521941,0.005009614,0.005062166,0.0004787394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005439832,"about_ca_system_score_gemma":0.002853204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003277997,"about_ca_topic_score_gemma":0.001472081,"domain_scores_codex":[0.9684244,0.0148118,0.00194821,0.004362514,0.008223245,0.002229822],"domain_scores_gemma":[0.8781161,0.09070869,0.00880474,0.01112654,0.008411683,0.002832371],"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":[0.0003544048,0.0001738939,0.01002373,0.0002086878,0.0002710922,0.0001982763,0.001003881,0.08872499,0.003497898,0.8462591,0.002064182,0.04721996],"study_design_scores_gemma":[0.00004056655,0.0005534554,0.006206276,0.0002218641,0.0001210443,0.000374473,0.0003577686,0.2315154,0.003730393,0.7498267,0.006842922,0.0002090996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06646091,0.005563888,0.9059809,0.003060073,0.0006422663,0.0001755198,0.0002499326,0.0003209237,0.01754562],"genre_scores_gemma":[0.8615174,0.001577822,0.131271,0.0009578167,0.00130153,0.0003673028,0.000160509,0.000282752,0.002563857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03066925,"threshold_uncertainty_score":0.1621965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414441757","doi":"10.1016/j.orp.2025.100355","title":"Development of a robust design optimization algorithm for hierarchical time series pharmaceutical problems","year":2025,"lang":"en","type":"article","venue":"Operations Research Perspectives","topic":"Optimal Experimental Design Methods","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nexen (Canada)","funders":"National Research Foundation of Korea","keywords":"Quality by Design; Quality (philosophy); Optimization problem; Optimization algorithm; Hierarchical database model; Design of experiments; Optimal design; Development (topology)","authors":[{"name":"Park Kyungjin","is_ca":true},{"name":"Jang Hyeonae","is_ca":false},{"name":"Tuan-Ho Le","is_ca":false},{"name":"Sangmun Shin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3568773472423729,"gpt":0.5492687362278529,"spread":0.19239138898548,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004921943,0.001582343,0.001641317,0.001096149,0.0004600528,0.001142435,0.001549164,0.001944899,0.003227764],"category_scores_gemma":[0.007903806,0.0008259062,0.001665489,0.0008686093,0.0008915599,0.001139218,0.001498858,0.002430797,0.0006595593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070081,"about_ca_system_score_gemma":0.00260891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003472675,"about_ca_topic_score_gemma":0.002330645,"domain_scores_codex":[0.9981845,0.0007661681,0.0001285182,0.0004091408,0.0004044189,0.0001071373],"domain_scores_gemma":[0.995955,0.00293075,0.0003586183,0.0001638462,0.0005231435,0.00006870558],"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":[0.00004807536,0.00003447278,0.0001624892,0.00009336464,0.00003778199,0.00002331604,0.00002233189,0.9525189,0.001305291,0.01115779,0.0003700734,0.03422621],"study_design_scores_gemma":[0.000007131767,0.00002212096,0.00001939274,0.000004046107,0.000004150793,0.000004206816,0.000002278241,0.9975966,0.0003283801,0.001727529,0.0002812108,0.000002956212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005583893,0.00003510531,0.9990315,0.00003047179,0.000005916997,0.00002239201,0.000008713767,0.00005858782,0.000248849],"genre_scores_gemma":[0.0855904,0.0002144324,0.9121881,0.00009869746,0.00004099169,0.0005532045,0.000119049,0.00007482979,0.001120348],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004921943,"threshold_uncertainty_score":0.02603,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}