{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"75279f4eb5d5","filters":{"venue":"Engineering Management Journal"}},"results":[{"id":"W2083968777","doi":"10.1080/10429247.2005.11415294","title":"Deriving Value from Industry-University Partnerships: A Case Study of the Advanced Engineering Materials Centre","year":2005,"lang":"en","type":"article","venue":"Engineering Management Journal","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"","keywords":"General partnership; Government (linguistics); Leverage (statistics); Value engineering; Value (mathematics); Investment (military); Business; Private sector; Engineering management; Marketing; Engineering; Management; Economics; Finance; Economic growth; Political science","authors":[{"name":"T. R. Heidrick","is_ca":true},{"name":"John W. Kramers","is_ca":false},{"name":"Marc C. Godin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0732679828422154,"gpt":0.3237410542640637,"spread":0.2504730714218483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007345079,0.0003870944,0.0003166618,0.001588206,0.01075208,0.004552938,0.001397156,0.002634323,0.004392726],"category_scores_gemma":[0.01222434,0.00032099,0.0003899002,0.001978886,0.00224368,0.002382957,0.004143702,0.0021952,0.0004281875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006363956,"about_ca_system_score_gemma":0.005371972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009062635,"about_ca_topic_score_gemma":0.02481094,"domain_scores_codex":[0.9898254,0.007377659,0.0001373572,0.0002363643,0.00095523,0.001468006],"domain_scores_gemma":[0.9862083,0.009030978,0.000857859,0.0003848975,0.00097597,0.002541961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001784162,0.01986394,0.2496701,0.0008525635,0.0001919067,0.06681513,0.2933108,0.009513884,0.005111239,0.0823256,0.01454338,0.2560173],"study_design_scores_gemma":[0.0003517218,0.004152153,0.06110515,0.0004695644,0.0001083693,0.01100132,0.8030471,0.01329171,0.006725802,0.00778172,0.09182337,0.000142073],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833934,0.0001789964,0.00118264,0.0014109,0.00001250158,0.0001623424,0.00002866568,0.000009222432,0.01362132],"genre_scores_gemma":[0.9968023,0.0002048342,0.0009649252,0.0001151824,0.000007209911,0.000069654,0.00001910339,0.00000453988,0.00181221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9892479,"threshold_uncertainty_score":0.04617399,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090915952","doi":"10.1080/10429247.2007.11431746","title":"A Project Management Approach to Using Simulation for Cost Estimation on Large, Complex Software Development Projects","year":2007,"lang":"en","type":"article","venue":"Engineering Management Journal","topic":"Software Engineering Research","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Saskatchewan; Portland State University","keywords":"Software project management; Project management; Software development; Computer science; Cost estimate; Software; Software sizing; Systems engineering; Software development process; Estimation; Verification and validation; Software construction; Software engineering; Industrial engineering; Engineering; Operations management","authors":[{"name":"Carolyn Mizell","is_ca":false},{"name":"Linda Deravin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07778606872762694,"gpt":0.3351854691843705,"spread":0.2573994004567436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006407044,0.00120812,0.00076483,0.002780413,0.001413217,0.004064388,0.002104577,0.001558282,0.003953537],"category_scores_gemma":[0.01583928,0.0009341135,0.001143607,0.002982236,0.001430497,0.003536612,0.001945257,0.00217302,0.0005585984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308822,"about_ca_system_score_gemma":0.004134107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005099922,"about_ca_topic_score_gemma":0.007000029,"domain_scores_codex":[0.9931496,0.004697545,0.0002644282,0.0003424782,0.001389894,0.0001560737],"domain_scores_gemma":[0.9898456,0.006404709,0.0007782211,0.001008984,0.001636295,0.0003262068],"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":[0.00008690866,0.0002386261,0.003559513,0.0001504614,0.0001771239,0.0001790303,0.000521009,0.6789128,0.001993356,0.1610375,0.003801591,0.1493421],"study_design_scores_gemma":[0.00005078208,0.0001754886,0.0006411219,0.00008730361,0.00005732684,0.0001233333,0.0002181006,0.8979405,0.001406401,0.08190455,0.01732334,0.00007174622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007099214,0.0002190974,0.9841218,0.001198334,0.00006137661,0.0001395109,0.00005078265,0.0003400026,0.006769978],"genre_scores_gemma":[0.2025632,0.000941736,0.792519,0.0002499932,0.00008778845,0.0006507458,0.0001214596,0.0001186059,0.002747338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006407044,"threshold_uncertainty_score":0.03388405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2051626163","doi":"10.1080/10429247.2001.11415102","title":"Aligning Technical and Business Goals in Industry-University Collaborative R&D Projects: A Tale of Two Projects","year":2001,"lang":"en","type":"article","venue":"Engineering Management Journal","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada; Government of Ontario","keywords":"Commercialization; Business; Engineering management; Knowledge management; Process management; Engineering; Marketing; Computer science","authors":[{"name":"William H.A. Johnson","is_ca":true},{"name":"David Johnston","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0170155456282446,"gpt":0.2309162228088983,"spread":0.2139006771806538,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03219322,0.0007228877,0.0004736965,0.002194352,0.008487281,0.01336744,0.001529868,0.00478925,0.001505581],"category_scores_gemma":[0.03603377,0.0005528827,0.0006362612,0.003066675,0.005958131,0.008679505,0.01448646,0.003530645,0.0005570894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004697654,"about_ca_system_score_gemma":0.009115627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001774914,"about_ca_topic_score_gemma":0.002473401,"domain_scores_codex":[0.9583266,0.03346794,0.0008787604,0.0008512674,0.00367558,0.002799863],"domain_scores_gemma":[0.9729409,0.01355712,0.002092025,0.002384483,0.003503098,0.005522395],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005533222,0.003117608,0.03761882,0.0007541555,0.0001037175,0.001994831,0.1186784,0.006763569,0.004485166,0.3156384,0.01101838,0.4992736],"study_design_scores_gemma":[0.0004286894,0.002296204,0.05060578,0.0009911685,0.0001186735,0.002388766,0.4425283,0.01992901,0.01589488,0.2628496,0.2016072,0.0003617069],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7956761,0.003929039,0.100757,0.02620412,0.000361035,0.001117402,0.00005671161,0.0001984493,0.0717002],"genre_scores_gemma":[0.9350224,0.001176714,0.05777512,0.0006229931,0.00004116604,0.000631464,0.00006949595,0.00005706548,0.004603621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9915127,"threshold_uncertainty_score":0.1702561,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403717046","doi":"10.1080/10429247.2024.2414142","title":"Critical Success Factors for Building Resilience in Circular Supply Chains of Electric Vehicle Batteries: Evidence from an Emerging Country","year":2024,"lang":"en","type":"article","venue":"Engineering Management Journal","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Resilience (materials science); Electric vehicle; Business; Supply chain; Industrial organization; Marketing; Materials science","authors":[{"name":"İsmail Erol","is_ca":false},{"name":"Ahmet Öztel","is_ca":false},{"name":"İskender Peker","is_ca":false},{"name":"İlker Murat Ar","is_ca":false},{"name":"Cory Searcy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01334987845268547,"gpt":0.2741865194409994,"spread":0.2608366409883139,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003752799,0.0003810341,0.0002499264,0.002249804,0.001516482,0.003102937,0.0004929437,0.0005990106,0.004543985],"category_scores_gemma":[0.01308526,0.0001703907,0.0005192136,0.002679158,0.002550642,0.004469437,0.002301343,0.0009971675,0.0003372307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002484107,"about_ca_system_score_gemma":0.002778792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.011104,"about_ca_topic_score_gemma":0.01382519,"domain_scores_codex":[0.9986266,0.0005745279,0.0001194707,0.0001468446,0.0002267843,0.0003057006],"domain_scores_gemma":[0.9790738,0.01082833,0.005537461,0.0005444832,0.003116777,0.0008992418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000858064,0.0006313776,0.7351192,0.001326907,0.0003806101,0.003229778,0.01685186,0.009445044,0.0004564948,0.06983421,0.002893826,0.1589727],"study_design_scores_gemma":[0.00009270998,0.0009430452,0.683832,0.004046253,0.0007331151,0.001028306,0.2000487,0.01636685,0.002363425,0.05353035,0.03682659,0.0001885497],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721466,0.002208132,0.001887858,0.001716317,0.00001817727,0.00006591768,0.0001262228,0.000006932225,0.02182387],"genre_scores_gemma":[0.9980308,0.001215896,0.0003550144,0.00004790864,0.000004575842,0.000008406316,0.00006316377,0.00000178785,0.000272485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.011104,"threshold_uncertainty_score":0.02207869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3194234468","doi":"10.1080/10429247.2021.1958630","title":"Towards a New Continuous Improvement Organization Based on Simulation","year":2021,"lang":"en","type":"article","venue":"Engineering Management Journal","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Work (physics); Operations research; Industrial engineering; Computer science; Simulation modeling; Project management; Simulation; Operations management; Engineering; Systems engineering; Mathematics; Mechanical engineering","authors":[{"name":"Rafael Alencar de Paula","is_ca":true},{"name":"Abdallah Ben Mosbah","is_ca":true},{"name":"Yuvin Chinniah","is_ca":true},{"name":"Samuel Bassetto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04649877184109106,"gpt":0.321173216448254,"spread":0.2746744446071629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002985566,0.0007003586,0.0008806113,0.001105277,0.0005554402,0.003184744,0.001801068,0.001503561,0.001843243],"category_scores_gemma":[0.003703922,0.0004853026,0.001254295,0.0009458627,0.001387954,0.003152012,0.001952056,0.001693865,0.000556699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449125,"about_ca_system_score_gemma":0.002819692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003607158,"about_ca_topic_score_gemma":0.001511922,"domain_scores_codex":[0.9977359,0.001195152,0.0001075691,0.0002899983,0.0005406294,0.000130902],"domain_scores_gemma":[0.9980747,0.000876049,0.0001669743,0.0003410718,0.0003781216,0.0001632092],"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":[0.0001057829,0.0002281006,0.003293967,0.0002318625,0.0001511971,0.0002410003,0.0008444824,0.6197962,0.003628253,0.2817541,0.001719117,0.08800592],"study_design_scores_gemma":[0.00003009356,0.00009572739,0.0003046129,0.00009428849,0.00002774727,0.00006579718,0.0001433845,0.931511,0.001089053,0.05292515,0.01368517,0.00002785303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01043074,0.0002694295,0.9810542,0.0008674445,0.00005319847,0.00006830362,0.00001665477,0.0004314386,0.006808647],"genre_scores_gemma":[0.3630687,0.0009577207,0.6313482,0.0002374224,0.00007292973,0.000356296,0.0001249053,0.0001172996,0.003716528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003607158,"threshold_uncertainty_score":0.01578939,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}