{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":128,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":128,"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":"21a861f4a728","filters":{"topic":"Operations Management Techniques"}},"results":[{"id":"W2035236920","doi":"10.1016/j.jom.2006.04.004","title":"The evolution of a management philosophy: The theory of constraints","year":2006,"lang":"en","type":"article","venue":"Journal of Operations Management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":329,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Mainstream; Multitude; Management philosophy; Management theory; Principal (computer security); Theory of constraints; Computer science; Management science; Scheduling (production processes); Sociology; Epistemology; Operations research; Management; Operations management; Philosophy; Mathematics; Economics","authors":[{"name":"Kevin Watson","is_ca":false},{"name":"John H. Blackstone","is_ca":true},{"name":"Stanley C. Gardiner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04071532627088427,"gpt":0.3329937799123657,"spread":0.2922784536414814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01327442,0.0007626128,0.0008775381,0.00474252,0.003142003,0.01102724,0.002208702,0.003290157,0.004012743],"category_scores_gemma":[0.01149075,0.0005887271,0.0008358582,0.005686166,0.02858628,0.01157605,0.003867515,0.007018698,0.0005486709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01072441,"about_ca_system_score_gemma":0.01129523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005925464,"about_ca_topic_score_gemma":0.003348706,"domain_scores_codex":[0.9874992,0.007373763,0.0005528245,0.0008426187,0.003270949,0.0004607328],"domain_scores_gemma":[0.9790526,0.01295574,0.001471931,0.001514192,0.004020302,0.0009852609],"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":[0.00000767545,0.00001788518,0.00016497,0.0001026275,0.000008867612,0.00002658738,0.0005796325,0.0009875786,0.00006701983,0.981015,0.001813697,0.01520853],"study_design_scores_gemma":[0.00001261771,0.0000311468,0.000265522,0.0004306135,0.000008924787,0.00006617494,0.001058834,0.00449538,0.0001784787,0.9057405,0.08768845,0.00002333234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02597961,0.07287095,0.5293498,0.1193402,0.002794735,0.0003461875,0.0002312563,0.0003151337,0.248772],"genre_scores_gemma":[0.7084041,0.04474011,0.2225357,0.008192062,0.002042362,0.000524967,0.0001036195,0.0001853122,0.01327173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01327442,"threshold_uncertainty_score":0.07781142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2487140311","doi":"10.1007/11564751","title":"Principles and Practice of Constraint Programming - CP 2005","year":2005,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":229,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Programming language; Constraint programming; Constraint (computer-aided design); Theoretical computer science; Mathematical optimization; Mathematics; Stochastic programming","authors":[{"name":"Peter van Beek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07116710252241898,"gpt":0.3758355662980198,"spread":0.3046684637756008,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002355418,0.001450399,0.001153672,0.001865848,0.001344271,0.007580688,0.003266619,0.001861734,0.02397288],"category_scores_gemma":[0.005034776,0.001778441,0.001124396,0.005244162,0.003536604,0.006054683,0.002063084,0.005297845,0.009759786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00287236,"about_ca_system_score_gemma":0.005090616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00971054,"about_ca_topic_score_gemma":0.009707345,"domain_scores_codex":[0.9983969,0.0003477341,0.0001394367,0.0002372055,0.0007994874,0.00007914813],"domain_scores_gemma":[0.9981832,0.0007262576,0.00009355017,0.0004096412,0.0004964526,0.00009096719],"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":[0.00001770548,0.0000371754,0.00009903866,0.0004729054,0.00003223608,0.00007194861,0.0002105326,0.006618282,0.0004542338,0.7182379,0.09270392,0.1810442],"study_design_scores_gemma":[0.00001594538,0.00001082732,0.000177126,0.0005101192,0.00001835511,0.0002566812,0.00009852606,0.01335783,0.0008055228,0.5342118,0.450505,0.00003221206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009481729,0.0280393,0.7184342,0.007632569,0.001596566,0.0003122498,0.00100432,0.00142977,0.2406028],"genre_scores_gemma":[0.02694993,0.03995971,0.8290824,0.001437134,0.001032679,0.0007005724,0.001692214,0.0009081175,0.09823714],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02397288,"threshold_uncertainty_score":0.08019722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2236236829","doi":"10.1139/cjce-2015-0010","title":"Supply chain cost model for prefabricated building material based on time-driven activity-based costing","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Supply chain; Activity-based costing; Cost driver; Service management; Total cost; Process (computing); Supply chain risk management; Business; Supply chain management; Industrial organization; Operations management; Risk analysis (engineering); Environmental economics; Computer science; Engineering; Economics; Marketing","authors":[{"name":"Yong‐Woo Kim","is_ca":false},{"name":"Seung-Heon Han","is_ca":false},{"name":"June-Seong Yi","is_ca":false},{"name":"SooWon Chang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04000400579223071,"gpt":0.2863666264644169,"spread":0.2463626206721861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001882999,0.001177799,0.0009925942,0.001530373,0.0006946179,0.002027879,0.002457576,0.002142616,0.008328418],"category_scores_gemma":[0.002795496,0.0007833444,0.001762347,0.00178455,0.0008141362,0.002029344,0.001074169,0.001732077,0.000664377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004446024,"about_ca_system_score_gemma":0.002542569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03727766,"about_ca_topic_score_gemma":0.02127071,"domain_scores_codex":[0.9991609,0.0002732323,0.00003537759,0.0001198728,0.0002311005,0.0001795389],"domain_scores_gemma":[0.9988153,0.0006442384,0.0001223951,0.00005006357,0.0003014558,0.00006653022],"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":[0.00001343771,0.00001274201,0.0001482815,0.00001652468,0.000006037535,0.00002919694,0.00001825955,0.9900256,0.0001597946,0.007845935,0.0001365382,0.00158757],"study_design_scores_gemma":[0.000003764679,0.000008299425,0.00009758863,0.000004681615,0.000006359089,0.000006951028,0.000009755416,0.9973156,0.00005625173,0.002148674,0.0003374124,0.000004744409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08890723,0.0006907645,0.8702404,0.0009325272,0.0001175357,0.0004044921,0.0009666117,0.0003199267,0.03742043],"genre_scores_gemma":[0.9063669,0.0008828123,0.0531337,0.0001235554,0.000039007,0.0009084302,0.0006359568,0.0001399212,0.03776965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03727766,"threshold_uncertainty_score":0.07412136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999640598","doi":"10.1111/j.1745-493x.2005.tb00183.x","title":"The Theory of Constraints and the Make‐or‐Buy Decision: An Update and Review","year":2005,"lang":"en","type":"article","venue":"Journal of Supply Chain Management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Business; Computer science","authors":[{"name":"Jaydeep Balakrishnan","is_ca":true},{"name":"Chun Hung Cheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04186933202756849,"gpt":0.3588140688085599,"spread":0.3169447367809914,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004156279,0.00139141,0.002311292,0.006507869,0.0006454601,0.003786607,0.002915085,0.002833187,0.005820828],"category_scores_gemma":[0.01091706,0.001103946,0.001103893,0.01237958,0.004455299,0.008015485,0.001382372,0.004405296,0.002114668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004037276,"about_ca_system_score_gemma":0.004597967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007567136,"about_ca_topic_score_gemma":0.005899181,"domain_scores_codex":[0.9974595,0.0006917456,0.0003675172,0.0003704576,0.001016336,0.0000944979],"domain_scores_gemma":[0.9790622,0.01668885,0.0008946766,0.0004243258,0.002700274,0.0002296411],"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":[0.00006314729,0.0001214588,0.0005495855,0.01230865,0.0001667555,0.0005542463,0.0002289384,0.008432429,0.0002979481,0.108787,0.06499054,0.8034993],"study_design_scores_gemma":[0.00002072992,0.00008552191,0.001040548,0.01132258,0.0001322131,0.001308382,0.0003089248,0.004363765,0.0005189868,0.08536892,0.8954309,0.00009847333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003294777,0.9826512,0.007311236,0.003977852,0.001072127,0.000009823862,0.00004423566,0.00001576952,0.004588287],"genre_scores_gemma":[0.00435301,0.9882041,0.00337294,0.0009714069,0.001986592,0.00001693991,0.00005058243,0.00001516347,0.001029167],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007567136,"threshold_uncertainty_score":0.02929264,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2135485623","doi":"10.1002/j.2158-1592.2001.tb00010.x","title":"DIRECT PRODUCT PROFITABILITY AND RETAIL SHELF‐SPACE ALLOCATION MODELS","year":2001,"lang":"en","type":"article","venue":"Journal of Business Logistics","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; University of Waterloo; Ministry of Transportation of Ontario","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Profitability index; Gross margin; Margin (machine learning); Space (punctuation); Product (mathematics); Business; Industrial organization; Operations research; Computer science; Marketing; Econometrics; Mathematics; Finance","authors":[{"name":"James H. Bookbinder","is_ca":true},{"name":"Feyrouz H. Zarour","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1814633976254159,"gpt":0.365773984671545,"spread":0.1843105870461291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008516853,0.0007722655,0.0006427513,0.0006869189,0.0003346922,0.002112691,0.001288172,0.00108986,0.004537277],"category_scores_gemma":[0.002708357,0.0004957545,0.0006308489,0.001109056,0.0009766532,0.001761694,0.001005262,0.0009878408,0.0005802877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383426,"about_ca_system_score_gemma":0.0009524158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005938136,"about_ca_topic_score_gemma":0.004045917,"domain_scores_codex":[0.9995296,0.0001733201,0.00001693188,0.00006762574,0.0001230309,0.00008948477],"domain_scores_gemma":[0.9991108,0.0005812596,0.0001026208,0.00003788953,0.00009730925,0.00007008221],"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":[0.00002336904,0.0000205251,0.0004226377,0.00002248836,0.000009556095,0.00004416735,0.00002167386,0.9498425,0.0001348226,0.04280191,0.000610722,0.006045632],"study_design_scores_gemma":[0.000003997419,0.0000132537,0.000132938,0.000005633578,0.000004379667,0.00001746376,0.00001249914,0.9717484,0.00006218263,0.02735685,0.0006383799,0.000004129186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2187731,0.003015389,0.6969515,0.001528599,0.0001062676,0.0001135938,0.0006788939,0.0002552078,0.07857743],"genre_scores_gemma":[0.9481609,0.001383849,0.03123761,0.0001018189,0.00006530511,0.0001192695,0.0002761428,0.00005544398,0.01859956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005938136,"threshold_uncertainty_score":0.01517874,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898619748","doi":"10.5267/j.uscm.2018.10.010","title":"The contribution of strategic management accounting in supply chain outcomes and logistic firm profitability","year":2018,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Profitability index; Business; Accounting; Supply chain management; Management accounting; Supply chain; Industrial organization; Finance; Marketing","authors":[{"name":"Caturida Meiwanto Doktoralina","is_ca":false},{"name":"Apollo Apollo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07339985264640815,"gpt":0.3633631948825026,"spread":0.2899633422360944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004420468,0.0002798756,0.0001707687,0.001644713,0.000683305,0.002787172,0.000264049,0.0003133732,0.0008195001],"category_scores_gemma":[0.0220256,0.00009274329,0.000217202,0.002136918,0.0007932134,0.001402572,0.001033362,0.0005545967,0.0001079783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399439,"about_ca_system_score_gemma":0.002958697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004093943,"about_ca_topic_score_gemma":0.007608108,"domain_scores_codex":[0.9966276,0.001550243,0.0002876075,0.0001366955,0.001145944,0.0002518726],"domain_scores_gemma":[0.9748237,0.01021501,0.009565943,0.0008840848,0.003345451,0.001165924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009925319,0.0002346277,0.8867472,0.0001255566,0.0001131997,0.0002257484,0.001750419,0.003138755,0.0004839995,0.003805902,0.0004449212,0.1028304],"study_design_scores_gemma":[0.00001188225,0.0004160603,0.9671862,0.0002403874,0.000152765,0.0002991758,0.008385167,0.01182622,0.00110484,0.00807819,0.002244392,0.00005472815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883119,0.0006974113,0.00155157,0.0007574112,0.00002507423,0.00002695203,0.00004720103,0.000009409707,0.008572942],"genre_scores_gemma":[0.9993188,0.0001711123,0.0003390137,0.00001216203,0.000006197988,0.000003101591,0.0000149813,6.714932e-7,0.0001339425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004420468,"threshold_uncertainty_score":0.02337795,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2022804566","doi":"10.5539/ijef.v6n6p234","title":"Cost Management Practices and Firm’s Performance of Manufacturing Organizations","year":2014,"lang":"en","type":"article","venue":"International Journal of Economics and Finance","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Profitability index; Cost centre; Business; Variable cost; Stock exchange; Total absorption costing; Profit (economics); Profit maximization; Industrial organization; Cost accounting; Operations management; Overhead (engineering); Audit; Economics; Finance; Accounting; Microeconomics; Computer science","authors":[{"name":"Oyerogba Ezekiel Oluwagbemiga","is_ca":false},{"name":"Olaleye Michael Olugbenga","is_ca":false},{"name":"Solomon Adeoluwa Zaccheaus","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.049288889511564,"gpt":0.3338993324511327,"spread":0.2846104429395687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001024194,0.0001605966,0.000131097,0.001633773,0.0003140269,0.00105707,0.0002208846,0.000228405,0.0006192284],"category_scores_gemma":[0.006205552,0.00006785445,0.00014356,0.002406439,0.0002439384,0.0007173575,0.0004612105,0.0002704908,0.0001224048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008682093,"about_ca_system_score_gemma":0.00045948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003746552,"about_ca_topic_score_gemma":0.006091528,"domain_scores_codex":[0.9987677,0.0002318865,0.000170523,0.0001118123,0.0005583129,0.0001598024],"domain_scores_gemma":[0.985787,0.002657238,0.009503054,0.0003213703,0.001206341,0.0005249263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001740554,0.00007183441,0.9879617,0.00001949507,0.00003331794,0.00007843375,0.0003124486,0.0004543721,0.0002715403,0.0001129982,0.00009340807,0.01057307],"study_design_scores_gemma":[5.311793e-7,0.00005708508,0.9981666,0.00001201103,0.000007221479,0.0000597454,0.0006908985,0.0004492614,0.0001763528,0.00004128635,0.0003344046,0.000004701065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988303,0.0001564463,0.00009253767,0.0000572755,0.000002369918,0.00000366664,0.0000700356,0.000001867892,0.0007856628],"genre_scores_gemma":[0.9996274,0.00007761345,0.0000896354,0.000003895274,0.000003356828,0.000001730247,0.00008477143,3.930637e-7,0.0001111479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003746552,"threshold_uncertainty_score":0.007449448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2766455075","doi":"10.1016/j.compind.2017.10.002","title":"Simulation-optimisation based framework for Sales and Operations Planning taking into account new products opportunities in a co-production context","year":2017,"lang":"en","type":"article","venue":"Computers in Industry","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":33,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Production (economics); Context (archaeology); Plan (archaeology); Product (mathematics); Production planning; Order (exchange); Sales and operations planning; Operations research; Commodity; Decision maker; Engineering; Manufacturing engineering; Computer science; Business; Economics; Mathematics","authors":[{"name":"Jean Wery","is_ca":true},{"name":"Jonathan Gaudreault","is_ca":true},{"name":"André Thomas","is_ca":false},{"name":"Philippe Marier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4119907441989462,"gpt":0.4757350862610759,"spread":0.0637443420621297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009914903,0.001042424,0.002108444,0.001166418,0.0006500782,0.001919976,0.002218575,0.002100668,0.005401328],"category_scores_gemma":[0.001883311,0.0009293986,0.001637402,0.001522586,0.001029094,0.001032136,0.0012889,0.001431083,0.0005217678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001602448,"about_ca_system_score_gemma":0.003177666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02558772,"about_ca_topic_score_gemma":0.01515037,"domain_scores_codex":[0.9993784,0.00027231,0.00003197265,0.00008650499,0.0001474614,0.00008332235],"domain_scores_gemma":[0.9992513,0.0004673404,0.00006042204,0.00003281776,0.0001220871,0.00006598917],"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":[0.000006740819,0.00001134636,0.00006137348,0.00001211702,0.00001396837,0.00001957481,0.000005821194,0.993023,0.00007814503,0.005407268,0.0000802052,0.001280405],"study_design_scores_gemma":[0.000003227397,0.000003755468,0.0000215301,0.000002442397,0.000003549328,0.000003137135,0.000002350477,0.9973815,0.00002571096,0.00238978,0.0001608204,0.000002114341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01131664,0.0003763202,0.9791301,0.0003368547,0.00007353373,0.00007201346,0.0002040149,0.0002198442,0.008270597],"genre_scores_gemma":[0.7425144,0.0009386117,0.246472,0.0001442408,0.000142107,0.000524114,0.0005382973,0.0001437094,0.008582572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02558772,"threshold_uncertainty_score":0.05087757,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"},{"id":"W1987835963","doi":"10.1007/s10729-012-9208-9","title":"Theory of constraints for publicly funded health systems","year":2012,"lang":"en","type":"article","venue":"Health Care Management Science","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Theory of constraints; Computer science; Health informatics; Context (archaeology); Process (computing); Profit (economics); Operations research; Health administration; Management science; Process management; Risk analysis (engineering); Business; Operations management; Health care; Economics; Engineering","authors":[{"name":"Somayeh Sadat","is_ca":true},{"name":"Brian Golden","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1493717564848007,"gpt":0.4598527458867794,"spread":0.3104809894019787,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006275437,0.001076099,0.001843384,0.001858498,0.001602863,0.006698379,0.003409746,0.002773333,0.01743967],"category_scores_gemma":[0.03361616,0.00113432,0.001256689,0.003194061,0.004471315,0.007295342,0.002748864,0.004253799,0.0004286516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006803336,"about_ca_system_score_gemma":0.005898882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02139935,"about_ca_topic_score_gemma":0.01061052,"domain_scores_codex":[0.99516,0.002626238,0.0002072452,0.0004180966,0.0008255725,0.0007628733],"domain_scores_gemma":[0.9697126,0.0250682,0.001733025,0.001081412,0.001423446,0.0009813404],"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":[0.000008468412,0.00001389248,0.0001917024,0.00003342159,0.00001328594,0.00002132462,0.00006449138,0.03021143,0.00001614449,0.9671404,0.0009145743,0.001370892],"study_design_scores_gemma":[0.00001856177,0.000008695647,0.0001912092,0.00002846729,0.00000849039,0.00001264666,0.0001097712,0.05387184,0.00002007849,0.943825,0.001895679,0.00000957348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.117731,0.003326821,0.6609068,0.03347659,0.0003669763,0.0003246127,0.002178989,0.0001811801,0.1815071],"genre_scores_gemma":[0.9485838,0.00199386,0.03552268,0.0005177084,0.000319582,0.0006303944,0.0005820962,0.00005731386,0.01179267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02139935,"threshold_uncertainty_score":0.0583415,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1582170515","doi":"","title":"Distributed Operations Planning in the Lumber Supply Chain: Models and Coordination","year":2009,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Université du Québec à Rimouski; Université Laval","funders":"","keywords":"Supply chain; Plan (archaeology); Schedule; Production planning; Computer science; Unit (ring theory); Production (economics); Coordination game; Order (exchange); Business","authors":[{"name":"Jonathan Gaudreault","is_ca":true},{"name":"Pascal Forget","is_ca":true},{"name":"Jean‐Marc Frayret","is_ca":true},{"name":"Alain Rousseau","is_ca":true},{"name":"Sébastien Lemieux","is_ca":true},{"name":"Sophie D’Amours","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03927310232148037,"gpt":0.3176417583534648,"spread":0.2783686560319844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130037,0.0006658543,0.0007833738,0.0005281699,0.0006106601,0.002059105,0.001329895,0.001318292,0.002139491],"category_scores_gemma":[0.002506928,0.0005477648,0.0005813055,0.001104632,0.00163205,0.002107813,0.0009660163,0.0009674961,0.0002604041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002161991,"about_ca_system_score_gemma":0.001780506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01050954,"about_ca_topic_score_gemma":0.007062194,"domain_scores_codex":[0.9992592,0.0003638059,0.00003034667,0.0001476977,0.0001303879,0.00006851379],"domain_scores_gemma":[0.9988598,0.0007191082,0.0002004996,0.00006711029,0.00008392036,0.00006955337],"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":[0.00002013397,0.00002126664,0.0002364621,0.00002461495,0.00001453157,0.00005887648,0.00007199189,0.9502469,0.0002970624,0.04541536,0.0002010637,0.003391688],"study_design_scores_gemma":[0.00001570818,0.00001364226,0.00007134424,0.00000599811,0.00000692952,0.000009691141,0.00002817349,0.9742532,0.0001307645,0.02465824,0.0008023178,0.000003984359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05140939,0.0007450522,0.9372151,0.0008676423,0.00003637279,0.00006551007,0.00008943649,0.0001436701,0.009427643],"genre_scores_gemma":[0.8511317,0.001540017,0.1393955,0.00009161296,0.00006676137,0.0002953982,0.0001226953,0.00005795418,0.007298341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01050954,"threshold_uncertainty_score":0.02089673,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2492189553","doi":"10.1007/978-3-319-23219-5","title":"Principles and Practice of Constraint Programming","year":2015,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Constraint programming; Programming language; Constraint (computer-aided design); Constraint satisfaction; Theoretical computer science; Artificial intelligence; Mathematical optimization; Mathematics; Stochastic programming","authors":[{"name":"Gilles Pesant","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1056207667243104,"gpt":0.3907811098097927,"spread":0.2851603430854823,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002361214,0.001765007,0.001108441,0.00303299,0.001384168,0.006581365,0.0028631,0.001643561,0.0179398],"category_scores_gemma":[0.006093907,0.001348606,0.001392592,0.006584726,0.005457447,0.005051107,0.002047672,0.005981668,0.007478952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003017193,"about_ca_system_score_gemma":0.004733976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007474059,"about_ca_topic_score_gemma":0.006131887,"domain_scores_codex":[0.9978887,0.0005177108,0.0001803579,0.0002441643,0.001075037,0.0000940422],"domain_scores_gemma":[0.9973277,0.001593548,0.000122313,0.0004271436,0.0004400297,0.00008927819],"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":[0.000007079064,0.00001822047,0.00005496264,0.00038581,0.00002149877,0.00004997895,0.0002168131,0.004629735,0.0002231754,0.8797786,0.03614426,0.0784698],"study_design_scores_gemma":[0.000007754512,0.000004633805,0.00007121449,0.0003323195,0.000008199751,0.00009796822,0.00006347275,0.004733365,0.0002273203,0.7653416,0.2290948,0.0000173423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000719676,0.03545031,0.6595449,0.007696255,0.001149073,0.0002054966,0.0008152936,0.0007315908,0.2936874],"genre_scores_gemma":[0.03965848,0.06712877,0.8020118,0.002461439,0.001737684,0.00100227,0.001524706,0.0007267672,0.08374804],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0179398,"threshold_uncertainty_score":0.06001461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2075371006","doi":"10.1108/01443571311295626","title":"Metaphors in operations management theory building","year":2013,"lang":"en","type":"article","venue":"International Journal of Operations & Production Management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Operations management; Management theory; Process management; Computer science; Theory of constraints; Business; Management; Economics","authors":[{"name":"Cyril Foropon","is_ca":true},{"name":"Ron McLachlin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04817218363824752,"gpt":0.3917353770788973,"spread":0.3435631934406498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01132744,0.001435728,0.001000729,0.006437065,0.004041721,0.007792885,0.001988245,0.002056708,0.009098668],"category_scores_gemma":[0.02294151,0.0006684829,0.001323935,0.005514627,0.02252698,0.0168906,0.005035862,0.004976203,0.0008645793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003579347,"about_ca_system_score_gemma":0.00286342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577542,"about_ca_topic_score_gemma":0.001366095,"domain_scores_codex":[0.9891362,0.009235959,0.0003323148,0.000341456,0.0006659794,0.000288146],"domain_scores_gemma":[0.9784672,0.01716248,0.001472193,0.001121241,0.001101005,0.0006758985],"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":[0.00001878966,0.00002406635,0.0002045585,0.0002295183,0.00001228149,0.0001331301,0.008124526,0.001310567,0.0001250501,0.9802948,0.00105089,0.008471825],"study_design_scores_gemma":[0.00001773995,0.00002728461,0.0001885797,0.0003619358,0.00001004796,0.0001934967,0.008144489,0.004385646,0.0001196286,0.9702598,0.01626443,0.000026871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08455301,0.02266259,0.6554623,0.04000836,0.001748602,0.0004891914,0.0003194929,0.0003432137,0.1944133],"genre_scores_gemma":[0.8207494,0.004677898,0.1687925,0.00138574,0.0002374513,0.0005344612,0.0001369109,0.00009975204,0.003385888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01132744,"threshold_uncertainty_score":0.05990595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2467421149","doi":"10.11575/prism/33932","title":"Theory of constraints and linear programming: a reexamination","year":2000,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Linear programming; Theory of constraints; Constraint (computer-aided design); Process (computing); Computer science; Throughput; Unit (ring theory); Mathematical optimization; Mathematics; Algorithm; Engineering; Operations management; Programming language","authors":[{"name":"Jaydeep Balakrishnan","is_ca":true},{"name":"Chun Hung Cheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03656630155366634,"gpt":0.2792297403439566,"spread":0.2426634387902903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005964912,0.00140443,0.00122917,0.00525541,0.001397041,0.004909874,0.002464118,0.002375315,0.01140073],"category_scores_gemma":[0.009751476,0.0007817526,0.0016333,0.008882586,0.009965333,0.008154706,0.002742171,0.007810041,0.001824173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004552871,"about_ca_system_score_gemma":0.003466822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008871724,"about_ca_topic_score_gemma":0.004915998,"domain_scores_codex":[0.9941626,0.003153209,0.0003184956,0.0004888203,0.001661522,0.0002153763],"domain_scores_gemma":[0.9883874,0.009101157,0.0003115669,0.0004640824,0.001562416,0.0001734301],"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":[0.00001140931,0.00002150134,0.0001369076,0.000344712,0.00001587516,0.00005545944,0.0001694702,0.002337289,0.00007242558,0.9660841,0.005974481,0.02477628],"study_design_scores_gemma":[0.00001335134,0.00004289911,0.0002126354,0.0004277557,0.00001625089,0.0001646408,0.0002512083,0.01206425,0.0002754566,0.8437518,0.1427547,0.00002486578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004992049,0.05742436,0.7405602,0.03720861,0.002691368,0.0001172629,0.000526269,0.0002879045,0.1561921],"genre_scores_gemma":[0.249922,0.09959502,0.5957809,0.02102204,0.008983321,0.0005823552,0.0005864594,0.0005475454,0.02298042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01140073,"threshold_uncertainty_score":0.03813922,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383957433","doi":"10.24928/2023/0159","title":"Analyzing the Lean Principles in Integrated Planning and Scheduling Methods","year":2023,"lang":"en","type":"article","venue":"Annual Conference of the International Group for Lean Construction","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Agence Nationale de la Recherche","keywords":"Computer science; Scheduling (production processes); Industrial engineering; Engineering; Operations management","authors":[{"name":"Moslem Sheikhkhoshkar","is_ca":false},{"name":"Hind Bril El-Haouzi","is_ca":false},{"name":"Alexis Aubry","is_ca":false},{"name":"Farook Hamzeh","is_ca":true},{"name":"Mani Poshdar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1731430310228421,"gpt":0.4325142858079674,"spread":0.2593712547851253,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01183586,0.0007800808,0.0007189339,0.002234862,0.0007648876,0.003524743,0.0009403008,0.0006089206,0.002519746],"category_scores_gemma":[0.02939211,0.0008225517,0.001028103,0.00358235,0.001343132,0.003486051,0.001372092,0.002132133,0.0002194188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591043,"about_ca_system_score_gemma":0.004373572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00536252,"about_ca_topic_score_gemma":0.007621852,"domain_scores_codex":[0.9916542,0.003394961,0.000285074,0.0004064048,0.003865773,0.0003937493],"domain_scores_gemma":[0.9775507,0.01762002,0.001029704,0.0008606133,0.002722496,0.0002165296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003524947,0.0004836515,0.014058,0.0002985342,0.0003057682,0.0001075476,0.000602368,0.4604087,0.00304968,0.1399154,0.001774724,0.3786431],"study_design_scores_gemma":[0.00002320075,0.0001762379,0.002690359,0.00006888567,0.00008483091,0.00002722098,0.0001780838,0.8832588,0.002903526,0.1080739,0.002497239,0.00001775895],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04876649,0.0003660484,0.9474806,0.0002845657,0.00002891863,0.0000923136,0.00004395432,0.0001071799,0.002829983],"genre_scores_gemma":[0.434824,0.0006371683,0.5616381,0.0001280527,0.00007789136,0.0002345693,0.0002621555,0.0001225047,0.002075487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01183586,"threshold_uncertainty_score":0.06259477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2902715894","doi":"10.5539/jms.v8n4p83","title":"Influence of Strategic Planning to Firm Performance in Agricultural Research Based Institutions of Kenya","year":2018,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Jomo Kenyatta University of Agriculture and Technology","keywords":"Strategic planning; Strategic human resource planning; Agriculture; Business; Strategic financial management; Strategic management; Resource (disambiguation); Human resources; Strategy implementation; Marketing; Management; Knowledge management; Economics; Geography","authors":[{"name":"Yusuf Wanjala Musi","is_ca":false},{"name":"Elegwa Mukulu","is_ca":false},{"name":"Margaret Oloko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1639623794201391,"gpt":0.4504833584215058,"spread":0.2865209790013667,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001633236,0.0002158617,0.0001761133,0.0008394363,0.001158002,0.002203763,0.0002759192,0.0002998101,0.003158843],"category_scores_gemma":[0.007391698,0.0001238089,0.0001548085,0.001375181,0.0005562609,0.0006675918,0.0009839189,0.0005739086,0.0002863196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474325,"about_ca_system_score_gemma":0.003654054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02220953,"about_ca_topic_score_gemma":0.05032846,"domain_scores_codex":[0.998128,0.0007051574,0.0001074608,0.0001339709,0.000401754,0.0005237403],"domain_scores_gemma":[0.9898129,0.00330904,0.003540188,0.0001959498,0.0009038065,0.002238098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001614783,0.0003601949,0.9741765,0.00004604993,0.00005834351,0.0004058025,0.002087538,0.001009256,0.000451185,0.0009103043,0.000792989,0.01954048],"study_design_scores_gemma":[0.000005944641,0.0001955075,0.9893489,0.00003768522,0.00002213313,0.00005536817,0.007668293,0.001012335,0.0002357841,0.000221505,0.001181192,0.00001535885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960759,0.0001195033,0.00006574002,0.0002060349,0.000003650265,0.00001410734,0.00004264421,0.000002197451,0.003470047],"genre_scores_gemma":[0.9994585,0.00008434514,0.0000547377,0.0000141629,0.000001762943,0.000003850755,0.00002378368,6.090351e-7,0.0003582775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02220953,"threshold_uncertainty_score":0.04416049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285219683","doi":"10.1007/978-3-030-97162-5","title":"Operations Research","year":2022,"lang":"en","type":"book","venue":"Springer texts in business and economics","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University; University of New Brunswick","funders":"","keywords":"Computer science","authors":[{"name":"H. A. Eiselt","is_ca":true},{"name":"Carl-Louis Sandblom","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.173859537727064,"gpt":0.3980667642326966,"spread":0.2242072265056326,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001899987,0.002207847,0.001704158,0.003340864,0.001208157,0.006370334,0.000846106,0.001522314,0.2126964],"category_scores_gemma":[0.004674444,0.0006440904,0.0005418099,0.006137923,0.001177093,0.004186963,0.001288974,0.003057151,0.1771789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002127288,"about_ca_system_score_gemma":0.003165245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003181596,"about_ca_topic_score_gemma":0.004459601,"domain_scores_codex":[0.9980255,0.0003282338,0.0001044977,0.0002674203,0.001182598,0.00009180397],"domain_scores_gemma":[0.9976412,0.0005020429,0.0001420795,0.0006142688,0.000930628,0.000169725],"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":[0.00003712987,0.00005008631,0.0001468781,0.000238598,0.00001658607,0.00003331883,0.00008384376,0.0007387316,0.0004182437,0.06678911,0.6119581,0.3194894],"study_design_scores_gemma":[0.0000076102,0.00002720204,0.0003842857,0.000235321,0.000009530947,0.00006172724,0.00007497599,0.0007958394,0.0003199527,0.03251432,0.9655596,0.000009597778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007740716,0.02190306,0.01441211,0.005343361,0.004763047,0.0001108072,0.00175914,0.0006773074,0.9502572],"genre_scores_gemma":[0.007696231,0.01697106,0.005576046,0.0008620681,0.001674853,0.0001578789,0.001901538,0.0003446213,0.9648157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2126964,"threshold_uncertainty_score":0.7115402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1584881330","doi":"10.1002/0471781266.ch6","title":"The Organizational Interconnectivity of Planning and Scheduling","year":2006,"lang":"en","type":"other","venue":"","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Interconnectivity; Business; Process management; Scheduling (production processes); Computer science; Operations management; Engineering; Artificial intelligence","authors":[{"name":"Kenneth N. McKay","is_ca":true},{"name":"Vincent C. S. Wiers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05210329308847702,"gpt":0.3706312378045539,"spread":0.3185279447160769,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002711199,0.0003846034,0.0003066009,0.001713893,0.0008430065,0.005200119,0.0006282844,0.000612177,0.009853479],"category_scores_gemma":[0.01495173,0.0004601414,0.0003209922,0.003603452,0.003115571,0.005583372,0.00216195,0.001458569,0.001214995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001540259,"about_ca_system_score_gemma":0.003773463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003490401,"about_ca_topic_score_gemma":0.004402143,"domain_scores_codex":[0.9969765,0.00161757,0.000136662,0.000253769,0.0008798297,0.000135617],"domain_scores_gemma":[0.9891055,0.007916152,0.0006727469,0.001466206,0.0005807825,0.0002585039],"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":[0.00004156412,0.00004161283,0.001988893,0.00008923365,0.00002455417,0.00005276865,0.0007794363,0.01054528,0.0003727663,0.8694773,0.002789688,0.1137971],"study_design_scores_gemma":[0.00001356486,0.00003325698,0.002724617,0.0001348643,0.00002751511,0.00008028729,0.0007916242,0.03422949,0.0007709105,0.9034256,0.05775476,0.00001349341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0515558,0.005901485,0.5668299,0.008048934,0.0003892949,0.0000928306,0.000181796,0.0003975713,0.3666025],"genre_scores_gemma":[0.7532244,0.007720991,0.1936559,0.0004379314,0.0006106102,0.0002910022,0.0004087967,0.0002424533,0.04340793],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009853479,"threshold_uncertainty_score":0.03296316,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2014969605","doi":"10.1139/l05-021","title":"Profit-point analysis: A tool for general contractors to measure and compare costs of management time expended on different subcontractors","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Activity-based costing; Job costing; Profit (economics); Operations management; Operations research; Construction management; Point (geometry); Process costing; Cost accounting; Cost control; Computer science; Business; Engineering; Cost engineering; Economics; Marketing; Product cost management; Civil engineering; Accounting; Mathematics","authors":[{"name":"Yong‐Woo Kim","is_ca":false},{"name":"Glenn Ballard","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02871770168545013,"gpt":0.2816064427195986,"spread":0.2528887410341484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005973137,0.00113205,0.001102522,0.00905019,0.0007045392,0.002096241,0.0008315231,0.0005928461,0.009134964],"category_scores_gemma":[0.02026718,0.0004566242,0.0007210198,0.00575035,0.0006029078,0.003013824,0.001281692,0.000920211,0.001820333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009242306,"about_ca_system_score_gemma":0.0009865011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00328815,"about_ca_topic_score_gemma":0.002325369,"domain_scores_codex":[0.9960216,0.001365362,0.0003663286,0.0003002563,0.001813485,0.0001330694],"domain_scores_gemma":[0.9841251,0.009532393,0.001886155,0.001423214,0.002738862,0.0002942462],"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":[0.0008410538,0.0003482182,0.0420539,0.0005377969,0.0003107534,0.0002818145,0.002319232,0.03902943,0.008253363,0.05021815,0.0267688,0.8290374],"study_design_scores_gemma":[0.0002055018,0.000878339,0.09047443,0.000299937,0.0002151865,0.001156725,0.002930565,0.7150895,0.02693733,0.07270239,0.08869577,0.0004143724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04733591,0.000233163,0.9312501,0.0001659275,0.00004743408,0.0004226859,0.003075098,0.007065562,0.0104042],"genre_scores_gemma":[0.3048749,0.0001841904,0.6871979,0.0000384696,0.00004244512,0.0009916761,0.001957602,0.0009080765,0.003804761],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009134964,"threshold_uncertainty_score":0.03158933,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405969013","doi":"10.3390/jrfm18010009","title":"Penny-Wise Acumen in Costonomics: Transforming Costs into Entrepreneurial Gold Through Smart Financial Management","year":2024,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Business; Financial management; Finance; Management; Marketing; Economics","authors":[{"name":"Enkeleda Lulaj","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01938668665833596,"gpt":0.3090125828237521,"spread":0.2896258961654161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003111565,0.0004949992,0.0002452046,0.001502834,0.003287039,0.01044589,0.0006140042,0.0009747387,0.004753993],"category_scores_gemma":[0.00819341,0.0002144418,0.0003081062,0.001135272,0.005108702,0.006760668,0.004948146,0.002315873,0.0007926354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00326616,"about_ca_system_score_gemma":0.005864338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001951432,"about_ca_topic_score_gemma":0.005170522,"domain_scores_codex":[0.9973611,0.001003675,0.0001279698,0.0001884428,0.0009374903,0.0003812989],"domain_scores_gemma":[0.9946328,0.001320015,0.001103259,0.000415355,0.0009823509,0.0015461],"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":[0.0001386469,0.0005185868,0.04649369,0.0006462817,0.00006366954,0.0008579599,0.02802327,0.001538796,0.00258308,0.4370173,0.03880792,0.4433108],"study_design_scores_gemma":[0.00004881457,0.0005244744,0.08702839,0.001773308,0.00009456401,0.001383169,0.06010053,0.005422339,0.00474433,0.2766784,0.5619317,0.0002700661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4374653,0.005168748,0.05161321,0.05779243,0.001520174,0.0003707255,0.0001148724,0.0003356564,0.4456188],"genre_scores_gemma":[0.953918,0.002070667,0.01692974,0.002759537,0.000162577,0.00007811494,0.00004180574,0.00006237644,0.02397714],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01044589,"threshold_uncertainty_score":0.02369773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2129244966","doi":"10.11575/prism/33938","title":"The Theory of Constraints in Academia: It's Evolution, Influence, Controversies, and Lessons","year":2008,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Theory of constraints; Dissemination; Field (mathematics); Focus (optics); Political science; Management science; Public relations; Engineering ethics; Sociology; Epistemology; Operations research; Engineering; Operations management; Law; Mathematics","authors":[{"name":"Jaydeep Balakrishnan","is_ca":true},{"name":"Chun Hung Cheng","is_ca":false},{"name":"Dan Trietsch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03440623400776027,"gpt":0.2815389787153679,"spread":0.2471327447076076,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.06514773,0.0009626705,0.001690878,0.008632961,0.01082257,0.03283379,0.003782096,0.008650027,0.006232593],"category_scores_gemma":[0.0890349,0.0007906288,0.0007358055,0.01588937,0.1052071,0.03586803,0.01189223,0.01511825,0.0007200118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02192622,"about_ca_system_score_gemma":0.02824182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054617,"about_ca_topic_score_gemma":0.007430117,"domain_scores_codex":[0.9490157,0.03822482,0.001607599,0.002129769,0.007094745,0.001927369],"domain_scores_gemma":[0.7795978,0.1919779,0.007074444,0.008013713,0.008437271,0.004898986],"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":[0.000009466398,0.00001218947,0.0003128807,0.0001488691,0.00000930483,0.00004511766,0.005097601,0.0005006113,0.00001874983,0.976692,0.003339859,0.01381326],"study_design_scores_gemma":[0.00001131452,0.00001221882,0.0001832176,0.0004980448,0.000004549384,0.00003332436,0.006106193,0.0005709677,0.00004922569,0.9501978,0.04231009,0.00002313626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02179133,0.05165933,0.0856913,0.6352504,0.003029421,0.0001058297,0.0001146931,0.000118961,0.2022387],"genre_scores_gemma":[0.9017348,0.03845641,0.02592018,0.0224044,0.003130837,0.0003798817,0.0000749378,0.0001622495,0.007736331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9891774,"threshold_uncertainty_score":0.3445382,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2807948934","doi":"10.1108/lhs-03-2018-0020","title":"A model for measuring effectiveness of quality management practices in health care","year":2018,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Winnipeg","funders":"","keywords":"Computer science; Casual; Process management; Process (computing); Queueing theory; Quality (philosophy); Scheduling (production processes); Capacity management; Health care; Quality assurance; Capacity planning; Operations management; Operations research; Risk analysis (engineering); Medicine; Engineering","authors":[{"name":"Jan M. Myszewski","is_ca":false},{"name":"Madhav N. Sinha","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6230014657728487,"gpt":0.5347346420725942,"spread":0.0882668237002544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006031649,0.001248573,0.0008457438,0.001868203,0.0008682618,0.003548499,0.002854822,0.002388987,0.00586763],"category_scores_gemma":[0.02047249,0.0005799283,0.001313764,0.002011799,0.002221687,0.003821914,0.001382024,0.001920433,0.000760539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009649707,"about_ca_system_score_gemma":0.00501323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02701245,"about_ca_topic_score_gemma":0.01284279,"domain_scores_codex":[0.993576,0.003297402,0.0003030537,0.0009711082,0.001278009,0.00057435],"domain_scores_gemma":[0.9878144,0.008950478,0.001076414,0.0005075314,0.001320282,0.0003308961],"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":[0.0001130486,0.0001901441,0.003563622,0.0001514442,0.00008481803,0.0001259212,0.000525268,0.7258554,0.0007760915,0.2541559,0.001368763,0.0130897],"study_design_scores_gemma":[0.00006285128,0.0001769455,0.001041964,0.00004486783,0.00003685307,0.00003955318,0.0001305262,0.9367245,0.0002686799,0.0585136,0.002931299,0.00002833281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04513776,0.0003007435,0.9235727,0.002370393,0.00008512098,0.0006921215,0.0009290013,0.0005480046,0.0263641],"genre_scores_gemma":[0.7597947,0.0004598796,0.2285529,0.0003089754,0.0000671833,0.00243148,0.0008125365,0.00006493285,0.00750735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02701245,"threshold_uncertainty_score":0.07001388,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3145994978","doi":"10.1109/wsc48552.2020.9384105","title":"Deploying Discrete-Event Simulation and Continuous Improvement to Increase Production Rate in a Modular Construction Facility","year":2020,"lang":"en","type":"article","venue":"","topic":"Operations Management Techniques","field":"Decision Sciences","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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Modular design; Discrete event simulation; Production (economics); Computer science; Event (particle physics); Modular construction; Production rate; Industrial engineering; Simulation; Engineering; Operating system; Physics","authors":[{"name":"Fatima Alsakka","is_ca":true},{"name":"Salam Khalife","is_ca":true},{"name":"M.A. Darwish","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true},{"name":"Yasser Mohamed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06363880021351531,"gpt":0.3646468907027906,"spread":0.3010080904892753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00252716,0.00068013,0.0005474628,0.00070141,0.0003983258,0.001010754,0.0009545553,0.0007306468,0.0008254062],"category_scores_gemma":[0.003992576,0.0004654235,0.00063526,0.0006631094,0.0004224158,0.0007719955,0.000656047,0.000783581,0.00009122698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001463703,"about_ca_system_score_gemma":0.001775955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01499678,"about_ca_topic_score_gemma":0.01040629,"domain_scores_codex":[0.9992267,0.0004265511,0.0000366349,0.00008665499,0.000120885,0.0001025051],"domain_scores_gemma":[0.9967151,0.002448825,0.0002403289,0.0001844185,0.0002617618,0.000149628],"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":[0.000165461,0.0001985121,0.003138727,0.00002622614,0.00002067915,0.00004201538,0.00006809572,0.9857665,0.001414719,0.0007159333,0.00005851969,0.008384629],"study_design_scores_gemma":[0.00002021246,0.0001136868,0.0003780915,0.00000292932,0.000008241496,0.000002798997,0.00002726577,0.9981514,0.0009774152,0.0001998505,0.0001112905,0.000006857474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8109862,0.00008770572,0.1841434,0.0002405773,0.00003904774,0.0001960357,0.00009543947,0.0006163969,0.003595213],"genre_scores_gemma":[0.9691352,0.00004002637,0.03044991,0.00001144248,0.000002668261,0.00005512125,0.00003462564,0.000009856718,0.0002612012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01499678,"threshold_uncertainty_score":0.02981901,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790038243","doi":"10.1177/1687814017751950","title":"Enhancing creativity for development of automation solutions using OTSM-TRIZ: A systematic case study in agronomic industry","year":2018,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Moncton","funders":"","keywords":"TRIZ; Automation; Process (computing); Constraint (computer-aided design); Computer science; Field (mathematics); Creativity; Flexibility (engineering); Product (mathematics); New product development; Industrial engineering; Management science; Risk analysis (engineering); Engineering; Mathematics; Artificial intelligence; Mechanical engineering","authors":[{"name":"Christopher Nikulin","is_ca":false},{"name":"Marcos Zúñiga","is_ca":false},{"name":"Moulay A. Akhloufi","is_ca":true},{"name":"Camila Manzi","is_ca":false},{"name":"Christian Wiche","is_ca":false},{"name":"Eduardo Piñones","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1088134052965887,"gpt":0.4163480249687412,"spread":0.3075346196721525,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01109593,0.0007867938,0.0005461804,0.002912533,0.001888936,0.001907702,0.001367802,0.001428183,0.001392809],"category_scores_gemma":[0.01457445,0.0003934443,0.000976542,0.002297408,0.002132494,0.001556714,0.002003313,0.001011948,0.0002009076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001813015,"about_ca_system_score_gemma":0.002449466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259052,"about_ca_topic_score_gemma":0.004492842,"domain_scores_codex":[0.986668,0.01078543,0.000473014,0.0004839195,0.001209221,0.00038031],"domain_scores_gemma":[0.9703164,0.02511856,0.001166584,0.001556778,0.001423272,0.0004184638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001182266,0.01144819,0.03714108,0.009885613,0.0003778424,0.00716537,0.1511595,0.05497076,0.02894388,0.08472925,0.005130816,0.6078655],"study_design_scores_gemma":[0.002391577,0.0198022,0.06535642,0.007486631,0.001014328,0.006876014,0.22664,0.2692361,0.1308995,0.08977685,0.1797012,0.000819292],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8121032,0.001022132,0.1699895,0.0005871584,0.00003524351,0.003526612,0.00020352,0.0001407689,0.01239184],"genre_scores_gemma":[0.7335369,0.0007582037,0.2617031,0.0001054094,0.00001187171,0.00177812,0.0001571995,0.000036524,0.001912596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01109593,"threshold_uncertainty_score":0.05868155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2012615348","doi":"10.1007/s10913-010-0008-7","title":"Application of linear programming in production planning at marble processing plants","year":2010,"lang":"en","type":"article","venue":"Journal of Mining Science","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mara Renewables (Canada)","funders":"","keywords":"Production (economics); Scope (computer science); Revenue; Linear programming; Production planning; Software; Portfolio; Computer science; Operations research; Operations management; Engineering; Business; Economics; Finance; Algorithm; Microeconomics","authors":[{"name":"O. Ozsan","is_ca":true},{"name":"Ferhan Şimşir","is_ca":false},{"name":"C. Pamukçu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07239903620076046,"gpt":0.4239098265235464,"spread":0.351510790322786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001574995,0.0007669353,0.001122566,0.0008975305,0.001212758,0.002091026,0.001089162,0.001545073,0.004654081],"category_scores_gemma":[0.003843961,0.000970441,0.000740885,0.001319408,0.0005876564,0.001006796,0.0007729097,0.001563939,0.0004467691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001986942,"about_ca_system_score_gemma":0.00266761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05077355,"about_ca_topic_score_gemma":0.04005218,"domain_scores_codex":[0.9992406,0.000470257,0.00002901816,0.0000786077,0.00009616001,0.00008529596],"domain_scores_gemma":[0.9969816,0.002541208,0.00009248681,0.00004475814,0.00025652,0.0000834547],"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":[0.0001427955,0.0001533616,0.0007919887,0.00006332385,0.00001466846,0.00007336971,0.00005060196,0.9715813,0.001126487,0.002100023,0.0002755598,0.02362646],"study_design_scores_gemma":[0.000006581583,0.00005441709,0.0001361294,0.000002534604,0.000005447796,0.000004093123,0.00002515032,0.9980003,0.0006442123,0.0009903447,0.0001253291,0.000005388032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4119023,0.0007179824,0.5669714,0.001268237,0.0001404849,0.0002277782,0.0002273442,0.0006719868,0.01787246],"genre_scores_gemma":[0.8993426,0.0003569681,0.09310025,0.00006710923,0.00004844126,0.0001216587,0.00009203309,0.00009593923,0.006775046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05077355,"threshold_uncertainty_score":0.100956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2139344018","doi":"10.5267/j.msl.2015.1.017","title":"A framework for assessing cost management system changes: the case of activity-based costing implementation at food industry","year":2015,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Activity-based costing; Business; Operations management; Process management; Cost accounting; Food industry; Cost driver; Computer science; Risk analysis (engineering); Marketing; Accounting; Economics; Food science","authors":[{"name":"Tayebeh Faraji","is_ca":false},{"name":"Ali Esmailzade Maghari","is_ca":false},{"name":"Mirsepasi Niloufar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2222203003099172,"gpt":0.4567106975587925,"spread":0.2344903972488753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004234134,0.0006478315,0.0003586436,0.005100002,0.001091333,0.003229315,0.001087426,0.001472658,0.002172916],"category_scores_gemma":[0.008191636,0.0002625638,0.000643272,0.002611233,0.002040935,0.002122866,0.00132136,0.001229626,0.0001385886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004293753,"about_ca_system_score_gemma":0.003414992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02203435,"about_ca_topic_score_gemma":0.01608318,"domain_scores_codex":[0.9956142,0.002583139,0.0002540232,0.0003164103,0.000836884,0.000395471],"domain_scores_gemma":[0.9935437,0.003873557,0.001077859,0.0002333771,0.001069635,0.0002018648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002342841,0.001553595,0.1764889,0.0009472252,0.0002665307,0.002997216,0.02046724,0.1280671,0.01192706,0.4616379,0.005266903,0.1901461],"study_design_scores_gemma":[0.0001199418,0.001854649,0.2319222,0.001089207,0.000273511,0.002006562,0.06544609,0.5204929,0.01062624,0.121429,0.04433442,0.0004052885],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6582648,0.001056758,0.2676401,0.004374112,0.00008477351,0.002036006,0.0007728413,0.0002742786,0.0654964],"genre_scores_gemma":[0.9107865,0.0001727163,0.08762502,0.00007268045,0.000006918738,0.0003644688,0.0001109889,0.000008220547,0.0008524152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02203435,"threshold_uncertainty_score":0.04381222,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2114249756","doi":"","title":"Implementing Bottleneck Management Techniques and Establishing Quality of Sort Relationships to Improve Terminal Processing Capacity","year":2006,"lang":"en","type":"article","venue":"","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Bottleneck; Terminal (telecommunication); Throughput; Capacity utilization; Capacity management; Process (computing); Computer science; Engineering; Operations management; Computer network; Telecommunications","authors":[{"name":"Jeremiah R. Dirnberger","is_ca":false},{"name":"Christopher P. L. Barkan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1283284216625002,"gpt":0.4040703537137172,"spread":0.275741932051217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006170352,0.001253928,0.00121036,0.005668502,0.001318726,0.003657896,0.002844447,0.0009385886,0.006272978],"category_scores_gemma":[0.020525,0.0007725209,0.001179474,0.004722536,0.00105208,0.00616268,0.001851465,0.001741929,0.0009374013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003696542,"about_ca_system_score_gemma":0.005330344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01290726,"about_ca_topic_score_gemma":0.00837669,"domain_scores_codex":[0.99704,0.0005552472,0.0002382249,0.0006435261,0.001135391,0.0003875672],"domain_scores_gemma":[0.9873905,0.005092728,0.002378675,0.001197284,0.003637707,0.0003030129],"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":[0.0004266666,0.0007194944,0.01747585,0.000468334,0.0001166276,0.0001877158,0.0007788233,0.359987,0.02092479,0.05000327,0.004373843,0.5445375],"study_design_scores_gemma":[0.00003453503,0.0003053214,0.003243552,0.00006997951,0.00008812777,0.00009845503,0.0003052868,0.9479488,0.02260522,0.01906832,0.006161476,0.0000709894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04080995,0.0003607236,0.9502966,0.0002569601,0.0000522939,0.0001891668,0.0001636422,0.002618439,0.005252226],"genre_scores_gemma":[0.557853,0.0004963142,0.4378641,0.0001187117,0.0000373687,0.00023486,0.0004574382,0.0003050943,0.002633034],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01290726,"threshold_uncertainty_score":0.03263229,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390345846","doi":"10.6000/1929-6029.2023.12.33","title":"Advancing Healthcare Service Efficacy by Optimizing Pharmaceutical Inventory Management: Leveraging ABC, VED Analysis for Trend Demand","year":2023,"lang":"en","type":"article","venue":"International Journal of Statistics in Medical Research","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"VIT University; Vellore Institute of Technology, Chennai","keywords":"Business; Health care; Inventory management; Healthcare service; Operations management; Service (business); Process management; Operations research; Marketing; Engineering; Economics","authors":[{"name":"G.R Umadevi","is_ca":false},{"name":"S. Umamaheswari","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2660898949723599,"gpt":0.5846512723034222,"spread":0.3185613773310623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005494635,0.000951503,0.001004576,0.00600585,0.0004936873,0.003794268,0.0009657265,0.0007013999,0.002981381],"category_scores_gemma":[0.02448569,0.0004492427,0.001467685,0.004311475,0.0006064195,0.002793995,0.001249348,0.001163414,0.0004061189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002587761,"about_ca_system_score_gemma":0.003070812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02167741,"about_ca_topic_score_gemma":0.01728838,"domain_scores_codex":[0.9970079,0.00158832,0.0003076634,0.0003263667,0.0005094004,0.0002602777],"domain_scores_gemma":[0.9812092,0.01307399,0.002274631,0.000712565,0.002392134,0.0003375109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000481956,0.0007786804,0.3624642,0.0008087814,0.0005545589,0.0004840232,0.0008687387,0.3990779,0.001035759,0.01690472,0.00625264,0.210288],"study_design_scores_gemma":[0.000009636528,0.0001139138,0.01544456,0.00007079946,0.00004966209,0.00003871551,0.0006869351,0.978186,0.0002484362,0.004121708,0.001003678,0.00002602831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6996062,0.001625286,0.2727252,0.003734208,0.0001774583,0.001219136,0.00320016,0.0008883168,0.01682409],"genre_scores_gemma":[0.9257068,0.0003134006,0.07172059,0.0001055011,0.0000500793,0.0001583905,0.001187726,0.00003484136,0.0007225896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02167741,"threshold_uncertainty_score":0.04310244,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016620407","doi":"10.1108/17538370810906246","title":"An effect‐cause‐effect analysis of project objectives and trade‐off assumptions","year":2008,"lang":"en","type":"article","venue":"International Journal of Managing Projects in Business","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Originality; Value (mathematics); Project management; Realization (probability); Quality (philosophy); Economics; Management science; Business; Risk analysis (engineering); Industrial organization; Computer science; Process management; Sociology; Management","authors":[{"name":"Avninder Gill","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07420606401111418,"gpt":0.4211659041955026,"spread":0.3469598401843884,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07074655,0.001411208,0.001691957,0.003830778,0.001084349,0.004414055,0.001899073,0.001815871,0.01074576],"category_scores_gemma":[0.1473123,0.0009139734,0.003344437,0.002501412,0.003748281,0.004324986,0.00303869,0.00369506,0.0003347579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005644499,"about_ca_system_score_gemma":0.005084987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001749206,"about_ca_topic_score_gemma":0.001416692,"domain_scores_codex":[0.9257621,0.05036429,0.002930627,0.003390244,0.0150657,0.002487054],"domain_scores_gemma":[0.513159,0.4449515,0.01881791,0.01026857,0.01176248,0.001040528],"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":[0.003479803,0.001886229,0.1082962,0.0052684,0.003775684,0.0006568643,0.002104884,0.281725,0.003761803,0.4227586,0.001336174,0.1649501],"study_design_scores_gemma":[0.0008666245,0.01117937,0.1377819,0.002820014,0.005004517,0.0009153383,0.006151095,0.3581842,0.01308802,0.4401419,0.02338596,0.0004811487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5102365,0.002820616,0.4030465,0.001668025,0.0001695675,0.005390265,0.0007533398,0.0001657352,0.07574943],"genre_scores_gemma":[0.9657805,0.0003946082,0.03088623,0.0001047731,0.00001983909,0.001283618,0.00009213563,0.00002706422,0.001411226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07074655,"threshold_uncertainty_score":0.374148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W773509337","doi":"","title":"Improving Inventory Demand Forecasting by Using the Sales Pipeline: A Case Study","year":2014,"lang":"en","type":"article","venue":"The journal of business forecasting","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sales and operations planning; Supply chain; Finished good; Demand forecasting; Business; Valuation (finance); Value proposition; Sales management; Supply chain management; Marketing; Product (mathematics); Operations management; Industrial organization; Finance; Economics; Production (economics); Computer science","authors":[{"name":"Shankha Bhattacharyya","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1413488506373781,"gpt":0.344957838155444,"spread":0.2036089875180658,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003051804,0.000527799,0.0002847929,0.001809444,0.001253105,0.001708498,0.001566655,0.001274902,0.003272135],"category_scores_gemma":[0.00739719,0.0003950837,0.0005248839,0.003100919,0.0004890229,0.002176972,0.001014187,0.001207791,0.0006854609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002631924,"about_ca_system_score_gemma":0.001538543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0307211,"about_ca_topic_score_gemma":0.03481938,"domain_scores_codex":[0.9989441,0.0004273133,0.00006728656,0.0001007317,0.0003340481,0.0001265811],"domain_scores_gemma":[0.9920012,0.005375492,0.0005192306,0.0005190335,0.001185556,0.000399542],"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":[0.001657182,0.007253685,0.2194924,0.00106732,0.000168931,0.02147028,0.01713149,0.2565294,0.007648061,0.01195555,0.03829747,0.4173283],"study_design_scores_gemma":[0.0002601639,0.002619933,0.06841356,0.0003742164,0.0001671751,0.00237533,0.02801337,0.8257966,0.01070108,0.004635423,0.05641764,0.0002255782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657505,0.0004507405,0.01334846,0.001983629,0.00006387908,0.0004094089,0.0009998198,0.000458277,0.01653521],"genre_scores_gemma":[0.9684803,0.0004443963,0.02588322,0.0001281505,0.00003340116,0.00009773036,0.0008191725,0.00007649801,0.004037228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0307211,"threshold_uncertainty_score":0.06108457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2161995935","doi":"10.5267/j.dsl.2014.5.006","title":"An integrated model for product mix problem and scheduling considering overlapped operations","year":2014,"lang":"en","type":"article","venue":"Decision Science Letters","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Scheduling (production processes); Computer science; Operations research; Product mix; Product (mathematics); Mathematical optimization; Management science; Industrial engineering; Operations management; Business; Engineering; Mathematics","authors":[{"name":"Seyed Amin Badri","is_ca":false},{"name":"Mehdi Ghazanfari","is_ca":false},{"name":"Ahmad Makui","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08489866026449219,"gpt":0.3904737767162131,"spread":0.305575116451721,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001093563,0.001631837,0.0015965,0.001113762,0.0006192529,0.002076334,0.002422048,0.002098535,0.005292435],"category_scores_gemma":[0.001249955,0.0008190821,0.001382762,0.002190232,0.0006184817,0.001771799,0.001236315,0.00165932,0.0007499712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001855671,"about_ca_system_score_gemma":0.002420601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00931135,"about_ca_topic_score_gemma":0.006861145,"domain_scores_codex":[0.9992477,0.0001913336,0.00002965961,0.000159552,0.0002315914,0.0001402098],"domain_scores_gemma":[0.9995254,0.0002232324,0.00008815952,0.00002372157,0.00009156629,0.00004799709],"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":[0.00002202549,0.00002950846,0.0001169694,0.00003539239,0.00001146648,0.00004204333,0.00001330239,0.9866763,0.0004422785,0.00829523,0.0002873864,0.004028085],"study_design_scores_gemma":[0.000005396616,0.00001671637,0.00003249483,0.000002496921,0.000005222634,0.000007829792,0.000004053196,0.9979778,0.00007108918,0.001535385,0.0003389238,0.000002640097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02023708,0.0005907765,0.9688764,0.0002497708,0.00006640661,0.0001543642,0.0003177138,0.0002070122,0.009300587],"genre_scores_gemma":[0.7151685,0.001902417,0.2567605,0.0001664795,0.0001501328,0.001282264,0.0009040028,0.0001419584,0.02352374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00931135,"threshold_uncertainty_score":0.01851428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4247261610","doi":"10.26686/wgtn.13383143.v2","title":"Beyond Assessment: Assuring Student Learning in Higher Education.","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Operations Management Techniques","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":"","keywords":"Accreditation; Quality assurance; Constructive; Higher education; Task (project management); Quality (philosophy); Medical education; Computer science; Closing (real estate); Knowledge management; Mathematics education; Engineering management; Psychology; Engineering; Business; Process (computing); Political science; Marketing; Medicine","authors":[{"name":"Victoria J. Mabin","is_ca":false},{"name":"Stephen W. Marshall","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1664341733924767,"gpt":0.4758250502924522,"spread":0.3093908768999755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03532033,0.000668979,0.0006624708,0.003751562,0.002311189,0.009501576,0.001607788,0.002075022,0.006896696],"category_scores_gemma":[0.08334032,0.0002950505,0.0003412069,0.003573496,0.004210041,0.01087291,0.008451491,0.002590143,0.0025017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003635487,"about_ca_system_score_gemma":0.008517441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002591633,"about_ca_topic_score_gemma":0.003533401,"domain_scores_codex":[0.9649819,0.01991609,0.00138075,0.001663904,0.01106145,0.0009959085],"domain_scores_gemma":[0.9510053,0.02497715,0.004066586,0.003818716,0.01075692,0.005375419],"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":[0.0001314475,0.0002413008,0.01728392,0.0004334105,0.00001753039,0.00008592039,0.007865064,0.001183488,0.0007775215,0.06879783,0.01784325,0.8853393],"study_design_scores_gemma":[0.0000949617,0.001139196,0.06752629,0.002509718,0.00006473689,0.0006768712,0.02184536,0.02517426,0.00832821,0.436275,0.4361474,0.0002180479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1273434,0.0148624,0.4504031,0.06826454,0.002261865,0.001330934,0.0007303355,0.004267755,0.3305356],"genre_scores_gemma":[0.7885606,0.003814953,0.1734837,0.002886667,0.0005398099,0.000453799,0.0004143309,0.0002683706,0.02957792],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03532033,"threshold_uncertainty_score":0.186794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3095487888","doi":"10.33262/concienciadigital.v3i3.1.1395","title":"La teoría de restricciones (TOC) y su incidencia en los costos de producción. Caso empresa MIVIRN de Riobamba-Ecuador","year":2020,"lang":"es","type":"article","venue":"ConcienciaDigital","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art; Philosophy","authors":[{"name":"Freddy Román Guananga Díaz","is_ca":false},{"name":"Juan Carlos Muyulema Allaica","is_ca":false},{"name":"Doraliza Isabel Rodríguez Sevilla","is_ca":false},{"name":"Bryan Guillermo Guananga Rodríguez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04720854344829057,"gpt":0.3514214162675312,"spread":0.3042128728192406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001260902,0.0005785103,0.0004424713,0.00153083,0.000720825,0.002491692,0.0008679735,0.0004758824,0.004713781],"category_scores_gemma":[0.002970482,0.0004627575,0.0004044181,0.002424996,0.0007437305,0.0007907663,0.0009989595,0.000369967,0.0004386176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005177458,"about_ca_system_score_gemma":0.001693349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08388997,"about_ca_topic_score_gemma":0.1543938,"domain_scores_codex":[0.9983253,0.0002569802,0.0001110594,0.0002871905,0.0008090044,0.000210442],"domain_scores_gemma":[0.9975978,0.0007320427,0.0008005963,0.0001860831,0.0005964427,0.00008713599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001566044,0.000225883,0.5795223,0.001662897,0.0003300669,0.002195071,0.0059195,0.02884112,0.07989427,0.006830902,0.001293432,0.2917186],"study_design_scores_gemma":[0.00001565117,0.0007197179,0.9252488,0.0002553838,0.0001833148,0.0005238163,0.008346037,0.008004503,0.02622821,0.001284727,0.02911686,0.00007301053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986779,0.001622662,0.002375936,0.0001270911,0.000007555552,0.00004484239,0.0003195313,0.00004432626,0.008679075],"genre_scores_gemma":[0.9881082,0.000921535,0.002612895,0.00002106566,0.000002772795,0.00004937824,0.0002529067,0.00002759075,0.008003584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08388997,"threshold_uncertainty_score":0.1668034,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2504347614","doi":"10.1142/9789812813220_0004","title":"A General Framework for the Analysis of Sets of Constraints","year":2008,"lang":"en","type":"book-chapter","venue":"Statistical science and interdisciplinary research","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science","authors":[{"name":"Richard J. Caron","is_ca":true},{"name":"Tim Traynor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2983081763563007,"gpt":0.5579066665103913,"spread":0.2595984901540906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005953741,0.002874875,0.002488992,0.003716299,0.001807112,0.006165283,0.006122007,0.00304587,0.01284088],"category_scores_gemma":[0.01382159,0.001867611,0.005493941,0.007115558,0.004484153,0.007520362,0.004264851,0.006189425,0.002549142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308578,"about_ca_system_score_gemma":0.00270538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508903,"about_ca_topic_score_gemma":0.004556358,"domain_scores_codex":[0.9956055,0.00193795,0.0003514511,0.000606849,0.001253304,0.0002449246],"domain_scores_gemma":[0.9951941,0.003370288,0.0002538977,0.0006342555,0.0004180192,0.0001293983],"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":[0.000006683893,0.00001822497,0.00008450679,0.0001171566,0.00004193991,0.00007200494,0.0001015324,0.0221703,0.0002643492,0.9574351,0.002643439,0.01704462],"study_design_scores_gemma":[0.000008550744,0.0000107304,0.00005264402,0.000053421,0.00001737831,0.00004967954,0.00002359941,0.05707454,0.000110074,0.9330422,0.009542898,0.00001424331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004337408,0.0005801386,0.9941735,0.0002995345,0.00005132414,0.00004505421,0.0001726959,0.0000850359,0.004159093],"genre_scores_gemma":[0.02829581,0.001946298,0.9629251,0.0003371442,0.000377526,0.0006927907,0.0006214114,0.0001740138,0.004629857],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01284088,"threshold_uncertainty_score":0.04295707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2943279694","doi":"10.5539/mas.v13n5p70","title":"Study and Development of Inventory Management System for Frozen Food Business in Thailand","year":2019,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Business; Flexibility (engineering); Business process; Competition (biology); Process (computing); Investment (military); Product (mathematics); Production (economics); Business process management; Marketing; Process management; Industrial organization; Computer science; Economics; Work in process","authors":[{"name":"Nachayapat Rodprayoon","is_ca":false},{"name":"Chuleekorn Chanasit","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0884727182461715,"gpt":0.3339215110901003,"spread":0.2454487928439288,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001593999,0.0002516228,0.0002075886,0.001077887,0.0008092892,0.002737451,0.0006414145,0.0002826556,0.001473107],"category_scores_gemma":[0.002394824,0.0002748571,0.0002928489,0.001389491,0.000243557,0.001649489,0.0005558872,0.0003912887,0.0003326341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00131875,"about_ca_system_score_gemma":0.002543884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01327977,"about_ca_topic_score_gemma":0.007454513,"domain_scores_codex":[0.999059,0.0002822042,0.0001522079,0.00008806008,0.0002958257,0.0001227076],"domain_scores_gemma":[0.9981084,0.0005940629,0.0002990667,0.00008006422,0.0006890271,0.0002293284],"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":[0.001413678,0.001233953,0.2944111,0.002713141,0.0001764665,0.008425835,0.02670719,0.06003994,0.04750973,0.01290046,0.01153814,0.5329303],"study_design_scores_gemma":[0.0002033249,0.003114484,0.2279414,0.001020403,0.0004547845,0.004891162,0.05315808,0.5157694,0.05784347,0.003161113,0.1321785,0.0002639713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9215001,0.002400417,0.04362589,0.001933809,0.00008313022,0.0007825148,0.0004232178,0.0007271483,0.0285238],"genre_scores_gemma":[0.954389,0.002189036,0.03679446,0.00008014717,0.00002634166,0.0001253141,0.0006477761,0.00003687207,0.005710886],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01327977,"threshold_uncertainty_score":0.02640492,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232898440","doi":"10.4141/cjas-2013-194","title":"Review: Practical Concepts on Short Dry Period Management","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Animal Science","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Period (music); Environmental science; Philosophy","authors":[{"name":"D.E. Santschi","is_ca":false},{"name":"Daniel Lefebvre","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09785148293790265,"gpt":0.4352120201722899,"spread":0.3373605372343873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003147212,0.001629037,0.002738003,0.002236251,0.0005393683,0.001908886,0.002143304,0.003345432,0.008314104],"category_scores_gemma":[0.008809626,0.000330008,0.0008843548,0.003464841,0.001758554,0.002898536,0.001368224,0.00285245,0.002490907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002104688,"about_ca_system_score_gemma":0.004644876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004265185,"about_ca_topic_score_gemma":0.006179625,"domain_scores_codex":[0.9988067,0.0003922617,0.0001501596,0.0001725819,0.0003949038,0.00008341068],"domain_scores_gemma":[0.994226,0.003891748,0.0004806133,0.000182945,0.001053642,0.0001650078],"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":[0.0001966592,0.00006664963,0.0001212736,0.03800448,0.0001528136,0.0001800702,0.000111126,0.001372582,0.0007238693,0.02104229,0.1634434,0.7745848],"study_design_scores_gemma":[0.00004553477,0.0001528149,0.0005973771,0.01668068,0.0001872842,0.0003978093,0.0001153575,0.0002713228,0.0002578451,0.01787044,0.9633895,0.00003413367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001005442,0.9907625,0.001184541,0.003399383,0.002771372,0.00001685081,0.00003322577,0.000007919845,0.001723584],"genre_scores_gemma":[0.002213615,0.9894297,0.001413131,0.002813673,0.002858839,0.00004332882,0.00004208674,0.000007952788,0.00117783],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008314104,"threshold_uncertainty_score":0.02781343,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2793902665","doi":"10.1287/ited.2017.0190","title":"Using Homemade, Short, Fictional Cases for Teaching the Theory of Constraints","year":2018,"lang":"en","type":"article","venue":"INFORMS Transactions on Education","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"MacEwan University","funders":"","keywords":"Deliberation; Reuse; Computer science; Advice (programming); Focus (optics); Operations research; Process management; Engineering management; Knowledge management; Business; Engineering; Political science","authors":[{"name":"Ryan K. Orchard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1365195232101287,"gpt":0.4368118533737699,"spread":0.3002923301636412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008313715,0.0008977601,0.0003986965,0.002049848,0.001735445,0.00298514,0.002990231,0.001981789,0.01243861],"category_scores_gemma":[0.05180341,0.000527305,0.000525215,0.002084883,0.003129806,0.003830665,0.003150386,0.002239535,0.001492423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00285604,"about_ca_system_score_gemma":0.001473273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007189661,"about_ca_topic_score_gemma":0.002788894,"domain_scores_codex":[0.9904461,0.00730864,0.0003946632,0.0005037003,0.001042578,0.000304242],"domain_scores_gemma":[0.9135634,0.07705367,0.001826351,0.004141394,0.002283778,0.001131402],"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":[0.0004975842,0.005195514,0.008947778,0.002758547,0.00008401275,0.005365373,0.05198933,0.05223611,0.01683787,0.1885246,0.0455529,0.6220104],"study_design_scores_gemma":[0.000612967,0.002842129,0.009570931,0.002914057,0.00007875251,0.005399604,0.03716148,0.08582624,0.06805737,0.1945698,0.5925241,0.0004427521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3402275,0.0008317796,0.5814048,0.004702359,0.0004640416,0.005624741,0.0007359698,0.00107267,0.06493608],"genre_scores_gemma":[0.4705509,0.0007629715,0.5163841,0.0005258178,0.0001023098,0.002676478,0.0005869329,0.0001943901,0.008216077],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01243861,"threshold_uncertainty_score":0.04396766,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2508691262","doi":"10.5267/j.msl.2016.7.004","title":"Analytic network process (ANP) approach for product mix planning in railway industry","year":2016,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Analytic network process; Product (mathematics); Process (computing); Business; Computer science; Product mix; Operations management; Process management; Industrial organization; Manufacturing engineering; Marketing; Operations research; Analytic hierarchy process; Engineering; Mathematics","authors":[{"name":"Mahsa Sadat Madani","is_ca":false},{"name":"Fatemeh Sarlak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08156779797482053,"gpt":0.3793719985374738,"spread":0.2978042005626532,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002394558,0.0009177253,0.0007712248,0.002543442,0.001163327,0.001581017,0.001032587,0.000920639,0.002535994],"category_scores_gemma":[0.003502694,0.0006608467,0.001099181,0.002478362,0.00077119,0.001474469,0.001258927,0.001065528,0.0002102957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382193,"about_ca_system_score_gemma":0.002669059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01389257,"about_ca_topic_score_gemma":0.01512315,"domain_scores_codex":[0.9981542,0.001026994,0.00008007553,0.000227232,0.0004072369,0.0001043086],"domain_scores_gemma":[0.9982604,0.001302994,0.0001544622,0.00003074252,0.0001987507,0.00005265838],"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":[0.00004007895,0.00006049012,0.001099985,0.0001423514,0.00006188911,0.0001252302,0.0001713164,0.9376126,0.0008485042,0.02160253,0.0003021508,0.03793285],"study_design_scores_gemma":[0.000004998411,0.00002321266,0.0001156337,0.000007300071,0.00001116864,0.00001360515,0.00003569235,0.9862469,0.0002345683,0.01271906,0.0005813113,0.0000065215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01365369,0.0002241841,0.9834052,0.0001684939,0.00001535137,0.0001268188,0.0000615337,0.00005694514,0.002287688],"genre_scores_gemma":[0.4775634,0.001050224,0.5176004,0.00006722819,0.00003937177,0.0006409477,0.000214476,0.00004332291,0.002780718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01389257,"threshold_uncertainty_score":0.02762341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388733617","doi":"10.1108/ijmpb-02-2023-0041","title":"An exploratory investigation of performance criteria in managing and controlling new product development projects: Canadian SMEs' perspectives","year":2023,"lang":"en","type":"article","venue":"International Journal of Managing Projects in Business","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Profitability index; Process management; Business; New product development; Project management; Flexibility (engineering); Process (computing); Exploratory research; Control (management); Quality (philosophy); Product (mathematics); Small and medium-sized enterprises; Return on investment; Knowledge management; Marketing; Profit (economics); Computer science","authors":[{"name":"Caroline Blais","is_ca":true},{"name":"Kouassi Raymond Agbodoh-Falschau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1000151997083077,"gpt":0.3701439210150725,"spread":0.2701287213067649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006062773,0.0002903064,0.0002744989,0.001876048,0.007411204,0.003839948,0.0009705682,0.0006336959,0.001590914],"category_scores_gemma":[0.01388028,0.0002046117,0.0001917506,0.003076345,0.003017106,0.001274449,0.002293071,0.0006161639,0.0000873536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03322286,"about_ca_system_score_gemma":0.04276339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8407838,"about_ca_topic_score_gemma":0.9117953,"domain_scores_codex":[0.9956114,0.001699508,0.0002176451,0.0002574545,0.001465363,0.0007486647],"domain_scores_gemma":[0.9871565,0.005797124,0.001128629,0.0002547011,0.004359779,0.001303333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002190762,0.0002040181,0.138546,0.001104386,0.00003520189,0.005036897,0.7132809,0.001119701,0.007203547,0.02771388,0.003586357,0.1019501],"study_design_scores_gemma":[0.00001496287,0.0001547217,0.1975646,0.0005853556,0.00004273699,0.0005162124,0.7380982,0.001415787,0.002147034,0.001472624,0.05790979,0.00007789567],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634623,0.0009676593,0.001640749,0.001676952,0.00001230478,0.0001917521,0.00009621491,0.00001375966,0.03193839],"genre_scores_gemma":[0.9965472,0.0004576666,0.001049176,0.00007339776,0.000001578414,0.00004042774,0.00002323951,0.000004610698,0.001802891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1592162,"threshold_uncertainty_score":0.3203077,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3022167249","doi":"10.5267/j.uscm.2014.8.002","title":"Designing a supply chain management based on distributers’ efficiency measurement","year":2014,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Supply chain; Supply chain management; Business; Chain (unit); Computer science; Operations management; Process management; Industrial organization; Marketing; Economics","authors":[{"name":"Farzaneh Adabi","is_ca":false},{"name":"Hashem Omrani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05319058725531851,"gpt":0.3062097985315136,"spread":0.2530192112761951,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001889528,0.0008013991,0.0007893532,0.001366377,0.001137142,0.0020766,0.001197937,0.000807654,0.002187337],"category_scores_gemma":[0.002985536,0.0004867769,0.0004778962,0.00205284,0.0006798257,0.003412233,0.001254871,0.0007046349,0.0004630227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608841,"about_ca_system_score_gemma":0.001474716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002403165,"about_ca_topic_score_gemma":0.001687649,"domain_scores_codex":[0.9980293,0.0006603194,0.0001213797,0.0004264686,0.0006091647,0.0001533748],"domain_scores_gemma":[0.9990185,0.0002882574,0.0002476067,0.0001091652,0.0002866307,0.00004971015],"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":[0.0001394074,0.0002457609,0.004268984,0.0002875695,0.000108848,0.0001314127,0.0004084,0.6199191,0.02679491,0.0498433,0.001114176,0.2967382],"study_design_scores_gemma":[0.00002749548,0.0002055939,0.00111446,0.00003893418,0.0000520826,0.00005523456,0.0001943565,0.9706013,0.0116021,0.01170872,0.004369386,0.00003038502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02217446,0.0001243788,0.973846,0.0001241206,0.00001432327,0.0001330202,0.0000162362,0.0001612819,0.003406115],"genre_scores_gemma":[0.7719858,0.000349813,0.2247796,0.00004015358,0.00003871096,0.0002385467,0.00005720454,0.00003325015,0.002476885],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002403165,"threshold_uncertainty_score":0.01167297,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1982162999","doi":"10.1504/ijmom.2011.041526","title":"A review on the role of activity-based costing information and costs structure integration in supply chain and operations","year":2011,"lang":"en","type":"review","venue":"International Journal of Modelling in Operations Management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Activity-based costing; Supply chain; Scope (computer science); Cost accounting; Popularity; Hierarchy; Supply chain management; Process management; Cost driver; Computer science; Risk analysis (engineering); Management accounting; Business; Operations research; Operations management; Accounting; Engineering; Economics; Marketing","authors":[{"name":"Amir H. Khataie","is_ca":true},{"name":"Akif Asil Bulgak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0938541505763861,"gpt":0.3868857223193114,"spread":0.2930315717429253,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001439095,0.0009627118,0.001313396,0.003916828,0.0003356006,0.001472411,0.001156815,0.00136321,0.003198177],"category_scores_gemma":[0.003474418,0.0005338651,0.0006356179,0.008775284,0.0006366301,0.002344127,0.000539013,0.001038285,0.001412092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009336727,"about_ca_system_score_gemma":0.002897336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003050843,"about_ca_topic_score_gemma":0.004560045,"domain_scores_codex":[0.9992742,0.00017243,0.0001344787,0.00009028497,0.0002960209,0.00003254229],"domain_scores_gemma":[0.9969541,0.002042103,0.0003136907,0.00006992772,0.0005680318,0.00005220356],"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":[0.00004348826,0.0000600064,0.0003019147,0.03385749,0.00009868592,0.0001836893,0.0001443413,0.00139541,0.001225438,0.01059898,0.01273694,0.9393537],"study_design_scores_gemma":[0.00001585774,0.0001725017,0.002997602,0.02550785,0.0004184336,0.001634012,0.0003019612,0.0007920086,0.001506938,0.01238805,0.9541862,0.00007848591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002654637,0.995921,0.001358711,0.0003193412,0.0001324047,0.000009377244,0.00003043249,0.000008343555,0.001954957],"genre_scores_gemma":[0.001867006,0.9962147,0.001335891,0.0000899502,0.00009247324,0.000009530011,0.0000303903,0.000002153116,0.0003579352],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003916828,"threshold_uncertainty_score":0.01069897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2029329844","doi":"10.1016/j.jom.2008.08.002","title":"Letter from the Editors: Journal Status, 2008","year":2008,"lang":"en","type":"letter","venue":"Journal of Operations Management","topic":"Operations Management Techniques","field":"Decision Sciences","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":"Psychology","authors":[{"name":"Kenneth K. Boyer","is_ca":false},{"name":"Morgan Swink","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06804867833183016,"gpt":0.3460632030389128,"spread":0.2780145247070827,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002989958,0.0008745585,0.0009705639,0.000984937,0.002949803,0.006456469,0.00171801,0.01569589,0.04626931],"category_scores_gemma":[0.02314443,0.0005638398,0.0008467775,0.0008693094,0.0008210278,0.003255165,0.001485887,0.01030939,0.03752839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002486939,"about_ca_system_score_gemma":0.003624887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002114043,"about_ca_topic_score_gemma":0.003486677,"domain_scores_codex":[0.9974926,0.0003157662,0.0003342071,0.0003813806,0.001159794,0.0003162026],"domain_scores_gemma":[0.9897081,0.002078834,0.000511937,0.0003137987,0.005450552,0.001936849],"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":[0.00001683602,0.000009379016,0.0001075841,0.00003226216,0.000001944607,0.00006370406,0.00001716268,0.000005331998,0.0000415884,0.0001383396,0.9954141,0.004151565],"study_design_scores_gemma":[0.00001603019,0.00002016593,0.0009489874,0.0001383841,0.000005146196,0.0001593994,0.0001173856,0.00005330891,0.00008616124,0.0002589001,0.9981802,0.00001612233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.000729327,0.003880374,0.0001714589,0.6315283,0.3465675,0.00007610981,0.0003850643,0.0002362379,0.01642559],"genre_scores_gemma":[0.009555276,0.006532016,0.0008097107,0.5912999,0.192973,0.0002548895,0.000565886,0.0002626025,0.1977468],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04626931,"threshold_uncertainty_score":0.1547863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400473913","doi":"10.5267/j.uscm.2024.6.002","title":"The role of supply chain management strategy and strategic management accounting in increasing company growth","year":2024,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Business; Supply chain management; Management accounting; Supply chain; Accounting; Industrial organization; Strategic management; Process management; Operations management; Marketing; Economics","authors":[{"name":"David HM Hasibuan","is_ca":false},{"name":"Moermahadi Soerja Djanegara","is_ca":false},{"name":"Bambang Pamungkas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03316050131115204,"gpt":0.3141564272438944,"spread":0.2809959259327423,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001980933,0.0003312499,0.0001310992,0.001207737,0.0005520194,0.002624802,0.0002015194,0.0003951054,0.001142014],"category_scores_gemma":[0.007176736,0.00008163282,0.0002151434,0.001280293,0.00077522,0.00132506,0.0009937647,0.0005532902,0.0001311461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120063,"about_ca_system_score_gemma":0.002568349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002294451,"about_ca_topic_score_gemma":0.004782127,"domain_scores_codex":[0.9987361,0.0005829679,0.00006838148,0.00006715217,0.0003388031,0.0002066179],"domain_scores_gemma":[0.9871948,0.006234801,0.003640685,0.0002113941,0.001138131,0.001580212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001311408,0.0004740124,0.8796995,0.0001883169,0.00008131234,0.0009079018,0.002896053,0.002131057,0.002143823,0.009177345,0.0005124995,0.1016571],"study_design_scores_gemma":[0.00001413276,0.0004247384,0.9697965,0.0001977483,0.0001011455,0.0004999842,0.01186059,0.006455538,0.001746424,0.005304678,0.003561783,0.00003668351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845164,0.0005157557,0.0007909064,0.0005848777,0.00001101775,0.00002027209,0.00001964293,0.00000775731,0.01353333],"genre_scores_gemma":[0.9991061,0.000230423,0.0003801665,0.00001390384,0.000004655902,0.000003944511,0.000009629503,9.656617e-7,0.0002500588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002624802,"threshold_uncertainty_score":0.01047629,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3148389784","doi":"10.1109/wsc.2006.322974","title":"The Effects of Backorder Information and Reduced-Setup Dispatching Under Reorder Point Or Kanban Replenishment","year":2006,"lang":"en","type":"article","venue":"","topic":"Operations Management Techniques","field":"Decision 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":"University of Calgary","funders":"","keywords":"Reorder point; Computer science; Kanban; Lead time; Time point; Point (geometry); Real-time computing; Operations research; Economic order quantity; Operations management; Mathematics; Engineering; Supply chain","authors":[{"name":"S. T. Enns","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0180582399771634,"gpt":0.327423638296989,"spread":0.3093653983198256,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002571037,0.0009046764,0.0007948481,0.0006350741,0.0002881745,0.001177614,0.0007224907,0.0005966338,0.00208802],"category_scores_gemma":[0.01480568,0.0003541781,0.0003864722,0.0005845674,0.0005720456,0.002365264,0.0004617585,0.0007271317,0.0002192057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074797,"about_ca_system_score_gemma":0.0007738066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001883216,"about_ca_topic_score_gemma":0.001542107,"domain_scores_codex":[0.9977992,0.001163236,0.0001188048,0.0002000954,0.0004526376,0.0002659564],"domain_scores_gemma":[0.9726655,0.02266615,0.002568105,0.0008978932,0.0007465736,0.0004557391],"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":[0.00741162,0.0007933207,0.004501533,0.0004523522,0.0001638177,0.0005861383,0.0002167708,0.8497388,0.02728068,0.003496067,0.0004866696,0.1048722],"study_design_scores_gemma":[0.0006345045,0.01036671,0.02701237,0.00005082835,0.0004492935,0.0004522753,0.0004096445,0.9039143,0.05016316,0.005310547,0.001052689,0.0001835971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713863,0.0005279232,0.02418824,0.000182601,0.0000432247,0.00004940975,0.00006377879,0.0002570548,0.003301642],"genre_scores_gemma":[0.9940618,0.0000975976,0.005379943,0.00002036354,0.00001334952,0.000006443027,0.00003066175,0.00001865088,0.0003710985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002571037,"threshold_uncertainty_score":0.01359707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2064719296","doi":"10.1109/iccie.2009.5223744","title":"A new mathematical approach in integration of activity-based costing information in supply chain order management","year":2009,"lang":"en","type":"article","venue":"","topic":"Operations Management Techniques","field":"Decision 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":"Concordia University","funders":"","keywords":"Activity-based costing; Profitability index; Supply chain; Profit (economics); Computer science; Supply chain management; Integer programming; Operations research; Product cost management; Order (exchange); Risk analysis (engineering); Mathematical optimization; New product development; Business; Engineering; Product lifecycle; Mathematics; Economics; Microeconomics","authors":[{"name":"Amir H. Khataie","is_ca":true},{"name":"Akif Asil Bulgak","is_ca":true},{"name":"Juan J. Segovia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05856418191499628,"gpt":0.3584216311008552,"spread":0.2998574491858589,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002962599,0.001629517,0.001297338,0.002409082,0.0007813862,0.003157464,0.002365982,0.001596917,0.002932802],"category_scores_gemma":[0.008441379,0.0009676445,0.002059067,0.003956441,0.001809916,0.007214475,0.001840684,0.003466196,0.000731715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002473969,"about_ca_system_score_gemma":0.002015403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003539941,"about_ca_topic_score_gemma":0.003035362,"domain_scores_codex":[0.9979088,0.0007511321,0.0001696454,0.0002811872,0.0007889151,0.0001003241],"domain_scores_gemma":[0.9970083,0.002050047,0.0003072835,0.0001734171,0.0003972565,0.00006387366],"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":[0.0000207217,0.00007119952,0.0004194653,0.000218041,0.00006829022,0.0001068893,0.0001238398,0.3872035,0.0008700969,0.5651609,0.001916047,0.04382086],"study_design_scores_gemma":[0.000005720504,0.00003526686,0.00008572231,0.00004412324,0.00002594022,0.00004466158,0.00001329894,0.8918192,0.00027757,0.1035032,0.00412219,0.00002303669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007596,0.0004158137,0.9959687,0.000309486,0.00007429186,0.00002656077,0.00003471814,0.00002479426,0.00238609],"genre_scores_gemma":[0.1775848,0.004257111,0.8081561,0.0004230378,0.0007296622,0.0005998233,0.0002167644,0.0001018529,0.007930768],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003539941,"threshold_uncertainty_score":0.01794994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W131916044","doi":"10.1007/978-1-4614-8036-5_14","title":"Remaking Rosa Medical Center: A 5-Step Approach to Transitioning with Lean","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Lean manufacturing; Polyclinic; Health care; Value stream mapping; Lean project management; Process management; Business; Center (category theory); Criticism; Operations management; Knowledge management; Computer science; Engineering; Medicine; Nursing; Political science","authors":[{"name":"Mohamed Abouzahra","is_ca":true},{"name":"Joseph Tan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08425766118304792,"gpt":0.3351739922353937,"spread":0.2509163310523458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003266878,0.0007513715,0.000277586,0.001725467,0.001517056,0.005204206,0.001906596,0.001678007,0.008354452],"category_scores_gemma":[0.002848627,0.0004292623,0.0005937204,0.001827134,0.00123273,0.003348127,0.003044293,0.002907339,0.002257379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00326515,"about_ca_system_score_gemma":0.008347766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005424715,"about_ca_topic_score_gemma":0.01753943,"domain_scores_codex":[0.9978766,0.0006252992,0.00009232439,0.0001633239,0.001021098,0.0002213366],"domain_scores_gemma":[0.998634,0.0005473779,0.0001261762,0.0001546609,0.0003786916,0.0001590109],"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":[0.00003975979,0.0002150181,0.001084337,0.0002576964,0.00002809375,0.000481669,0.003046815,0.01155433,0.003684815,0.2962559,0.02963558,0.653716],"study_design_scores_gemma":[0.00002180595,0.0002594051,0.002833809,0.001416121,0.00005483536,0.0007950165,0.006537953,0.04733853,0.0116016,0.3022301,0.6267768,0.0001340269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01275107,0.001447466,0.7133337,0.007843385,0.0005780242,0.000501189,0.0001641976,0.001714014,0.2616669],"genre_scores_gemma":[0.08244016,0.00164146,0.826986,0.001259159,0.00007587662,0.0001483307,0.0002238969,0.0002990488,0.0869261],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008354452,"threshold_uncertainty_score":0.02794844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2038559918","doi":"10.5539/ass.v11n11p379","title":"Management Accounting of Production Overheads by Groups of Equipment","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Production (economics); Work (physics); Cost accounting; Product (mathematics); Unit (ring theory); Service (business); Business; Management accounting; Control (management); Plan (archaeology); Operations management; Accounting; Industrial organization; Computer science; Economics; Marketing; Microeconomics; Engineering; Management","authors":[{"name":"A. Y. Sokolov","is_ca":false},{"name":"Liliya B. SUNGATULLINA","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0689638963630493,"gpt":0.3878980677511462,"spread":0.3189341713880969,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002693718,0.0007332667,0.0003364228,0.00409163,0.0008494318,0.002157858,0.0008588593,0.000235595,0.002746045],"category_scores_gemma":[0.009448385,0.0001800711,0.0004185706,0.003790044,0.0004324177,0.001727072,0.0009782945,0.0005411712,0.0004474046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001959063,"about_ca_system_score_gemma":0.002422796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002815958,"about_ca_topic_score_gemma":0.003754713,"domain_scores_codex":[0.9938734,0.001306118,0.0003993794,0.0003568894,0.003673187,0.0003911172],"domain_scores_gemma":[0.9885907,0.002150106,0.003988001,0.002654055,0.002223439,0.0003936399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003954595,0.0001360501,0.08914424,0.0005116934,0.0001676222,0.0004038735,0.000739455,0.04794232,0.006939515,0.035073,0.006748996,0.8117977],"study_design_scores_gemma":[0.00006497759,0.001009587,0.5000942,0.0007249178,0.0005467971,0.002030991,0.002381361,0.1953727,0.03237247,0.06180505,0.2033476,0.000249366],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7252986,0.01327045,0.1782768,0.001819489,0.0007302822,0.0004832683,0.002144332,0.001108597,0.0768683],"genre_scores_gemma":[0.9688535,0.001423428,0.02122499,0.00002105639,0.0001755538,0.00006283356,0.0005080155,0.00004459393,0.007685926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00409163,"threshold_uncertainty_score":0.01424587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3113012589","doi":"10.21307/stattrans-2020-062","title":"Flow management system for maximising business revenue and profitability","year":2020,"lang":"en","type":"article","venue":"Statistics in Transition New Series","topic":"Operations Management Techniques","field":"Decision 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":"Canadian Mathematical Society","funders":"","keywords":"Profitability index; Six Sigma; Profit (economics); Revenue; Business; Competitive advantage; Industrial organization; Productivity; Order (exchange); Market share; Operations management; Lean manufacturing; Marketing; Economics; Finance; Microeconomics","authors":[{"name":"Piotr Zawada","is_ca":false},{"name":"Włodzimierz Okrasa","is_ca":false},{"name":"Jack Warchalowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07481805476253625,"gpt":0.3412117910832246,"spread":0.2663937363206884,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001846657,0.000844568,0.0005741694,0.004329166,0.0009137684,0.002816268,0.0007560523,0.0007890866,0.009475481],"category_scores_gemma":[0.003287699,0.0002473892,0.0004384801,0.001395326,0.0004159739,0.001879602,0.0008446484,0.000509406,0.001611337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346563,"about_ca_system_score_gemma":0.001486394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003523363,"about_ca_topic_score_gemma":0.001556958,"domain_scores_codex":[0.9991978,0.000179742,0.00008379805,0.0001732315,0.000274654,0.00009070837],"domain_scores_gemma":[0.998848,0.0004402477,0.000178364,0.00005757449,0.0004251,0.00005077105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008591054,0.0005199862,0.006865883,0.0003353987,0.00005873849,0.0001619193,0.0003024494,0.1984707,0.01982212,0.02400997,0.01116666,0.7374271],"study_design_scores_gemma":[0.00008792271,0.0003349696,0.002374278,0.0000842122,0.00005434841,0.0001076736,0.0001034684,0.9652317,0.01142079,0.01095087,0.009185349,0.00006452691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05869148,0.00050849,0.9153262,0.0005109463,0.0001981482,0.0007009136,0.0006899841,0.007369913,0.0160039],"genre_scores_gemma":[0.7890875,0.000342462,0.2018779,0.0001358385,0.0001518511,0.0005270246,0.0007187947,0.0001435696,0.007015107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009475481,"threshold_uncertainty_score":0.03169858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2146289111","doi":"10.5267/j.msl.2013.07.017","title":"A study on relationship between operating cash flows and performance evaluation criteria based on the theory of constraints (TOC) versus traditional method","year":2013,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Computer science; Cash flow; Theory of constraints; Business; Process management; Econometrics; Operations management; Mathematics; Economics; Accounting","authors":[{"name":"Mohammad Sadegh Arabi Ashtiani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3291241611518141,"gpt":0.4352958509196557,"spread":0.1061716897678416,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006842527,0.0005056096,0.0004484186,0.003606266,0.0003476166,0.002211009,0.0005304216,0.0004642708,0.001343115],"category_scores_gemma":[0.05402115,0.0001521544,0.0004050313,0.004301679,0.0009522417,0.002704296,0.0007520668,0.0008921586,0.0000886316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00144988,"about_ca_system_score_gemma":0.001188217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002695529,"about_ca_topic_score_gemma":0.0015314,"domain_scores_codex":[0.9926556,0.003243431,0.0005395849,0.0006491633,0.002495317,0.0004168464],"domain_scores_gemma":[0.8708916,0.1031605,0.01480072,0.001747686,0.00814313,0.001256326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003039242,0.0002435278,0.9187469,0.00022789,0.0002695679,0.0001612046,0.001150176,0.007019256,0.0006886659,0.009577602,0.0003455073,0.06126565],"study_design_scores_gemma":[0.00003840597,0.001664983,0.8982621,0.0002416811,0.0002875974,0.0005104744,0.004768775,0.07949115,0.002185717,0.009788751,0.002654622,0.0001057874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780447,0.0007187716,0.01486322,0.0002058322,0.0000204751,0.00006163151,0.0001301673,0.00001627423,0.00593897],"genre_scores_gemma":[0.9976289,0.0001474826,0.00192624,0.00001847743,0.00001260723,0.00002683847,0.00006837091,0.000003578644,0.000167614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006842527,"threshold_uncertainty_score":0.03618717,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3120107096","doi":"10.5267/j.ac.2020.12.020","title":"A new method to measure production spoilage and its effect on cost reduction","year":2021,"lang":"en","type":"article","venue":"Accounting","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Food spoilage; Production (economics); Activity-based costing; Cost reduction; Total absorption costing; Reduction (mathematics); Computer science; Operations management; Risk analysis (engineering); Business; Economics; Mathematics; Biology; Accounting; Microeconomics; Marketing","authors":[{"name":"Mohammad Al-Dahiyat","is_ca":false},{"name":"Ismail Yahya Al-Tkryty","is_ca":false},{"name":"Bassam Jaara","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08548894208699817,"gpt":0.4191186352562705,"spread":0.3336296931692723,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002501948,0.001433595,0.0007332563,0.006367356,0.0004931859,0.002055794,0.001006018,0.0006690935,0.003164288],"category_scores_gemma":[0.009391757,0.0003220024,0.0009086668,0.005561004,0.0005475417,0.002537513,0.0009362538,0.001057391,0.0006114498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001505164,"about_ca_system_score_gemma":0.001405552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006840301,"about_ca_topic_score_gemma":0.007160792,"domain_scores_codex":[0.9943982,0.00105254,0.0003392762,0.0005994331,0.003429113,0.0001813347],"domain_scores_gemma":[0.9947149,0.001994795,0.0009795962,0.0005519565,0.001692708,0.0000660731],"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":[0.0003201445,0.0007642754,0.09167965,0.0009183414,0.0004013641,0.0002188766,0.0005879661,0.04397143,0.01070943,0.02538265,0.007354607,0.8176913],"study_design_scores_gemma":[0.000112625,0.001680071,0.2669609,0.0005102924,0.0006278991,0.001094884,0.001877521,0.5990167,0.04602945,0.02076939,0.06077958,0.0005406936],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1679104,0.004494581,0.785017,0.001039881,0.000965665,0.001137088,0.002283562,0.001309881,0.03584187],"genre_scores_gemma":[0.6197544,0.001737638,0.3694117,0.0001555848,0.0001621509,0.0006123941,0.0008998082,0.000110805,0.00715539],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006840301,"threshold_uncertainty_score":0.01360095,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2174482767","doi":"10.1016/j.jval.2015.03.050","title":"A Review And Update To The Guidance Document For The Costing Process In The Canadian Health Care Setting","year":2015,"lang":"en","type":"review","venue":"Value in Health","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Institute of Health Economics; Canadian Agency for Drugs and Technologies in Health","funders":"","keywords":"Activity-based costing; Health care; Process (computing); Agency (philosophy); Medicine; Business; Process management; Computer science; Political science; Marketing","authors":[{"name":"Anthony Budden","is_ca":true},{"name":"K. Lee","is_ca":true},{"name":"Philip Jacobs","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2936513888175464,"gpt":0.5430054948231564,"spread":0.24935410600561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01344783,0.001715667,0.00332841,0.01397926,0.001308593,0.003654644,0.003650013,0.002733623,0.005337694],"category_scores_gemma":[0.03318898,0.0007790331,0.003007019,0.02016704,0.001764161,0.002375666,0.001371278,0.003646148,0.001401581],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03119279,"about_ca_system_score_gemma":0.1706204,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6356187,"about_ca_topic_score_gemma":0.7817499,"domain_scores_codex":[0.9921219,0.001026032,0.001257043,0.0002870791,0.004879547,0.0004283054],"domain_scores_gemma":[0.9658307,0.009817814,0.00278995,0.0004758968,0.01996489,0.001120617],"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":[0.00008766849,0.00007955867,0.0005733969,0.06650358,0.0003222251,0.0001638688,0.0002459296,0.0006751879,0.0002649677,0.008274573,0.3360956,0.5867134],"study_design_scores_gemma":[0.00005202052,0.00004266964,0.00345878,0.05479489,0.0006775066,0.0002180887,0.0001222252,0.0001541773,0.000184575,0.001327931,0.9388903,0.00007677393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001778035,0.9827153,0.0007075084,0.01051777,0.001697085,0.0001287572,0.0008963229,0.00003180029,0.003127678],"genre_scores_gemma":[0.001294703,0.9890742,0.003536977,0.003401441,0.0004551691,0.00009310276,0.0006250269,0.00001469552,0.001504743],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9688072,"threshold_uncertainty_score":0.7330543,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}