{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"393e3b42d976","filters":{"venue":"Journal of Purchasing and Supply Management"}},"results":[{"id":"W2034968544","doi":"10.1016/j.pursup.2005.10.007","title":"About “strategy” and “strategies” in supply management","year":2005,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":73,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"British American Tobacco (Canada); HEC Montréal","funders":"","keywords":"Context (archaeology); Confusion; Process management; Strategic management; Business; Meaning (existential); Value (mathematics); Process (computing); Strategic planning; Checklist; Knowledge management; Computer science; Marketing","authors":[{"name":"Jean Nollet","is_ca":true},{"name":"Silvia I. Ponce","is_ca":true},{"name":"Manon Campbell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01531432882493744,"gpt":0.2472042419119419,"spread":0.2318899130870045,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001779945,0.0004115874,0.0005500381,0.001338933,0.0002402017,0.001124687,0.0004202927,0.00009594615,0.0001572974],"category_scores_gemma":[0.00001908286,0.0003784797,0.0001337131,0.0005508525,0.0001708882,0.002343946,0.0004702529,0.0003918003,0.0000449266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001024082,"about_ca_system_score_gemma":0.00002131423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033323,"about_ca_topic_score_gemma":0.00008210965,"domain_scores_codex":[0.9970302,0.0000556939,0.001113138,0.000462809,0.000687582,0.000650581],"domain_scores_gemma":[0.9989903,0.0000463837,0.0004624175,0.0003077805,0.000103754,0.00008937344],"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":[0.0005900819,0.000778563,0.02039869,0.002738168,0.0005408177,0.001332334,0.001095817,0.003919452,0.00005790282,0.5241821,0.01435394,0.4300121],"study_design_scores_gemma":[0.006189729,0.0001879295,0.06889578,0.001184656,0.000415142,0.0001219312,0.01897641,0.004702528,0.00001399975,0.028224,0.8700806,0.001007233],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6874531,0.006475018,0.004357904,0.01682324,0.0008300798,0.001393205,0.000006218925,0.0001367732,0.2825244],"genre_scores_gemma":[0.9887645,0.002445706,0.003520434,0.002181713,0.0008019474,0.00002362223,0.0000113946,0.00004410019,0.002206624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8557267,"threshold_uncertainty_score":0.9999123,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4220751036","doi":"10.1016/j.pursup.2022.100753","title":"Future business and the role of purchasing and supply management: Opportunities for ‘business-not-as-usual’ PSM research","year":2022,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":66,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Viewpoints; Purchasing; Scope (computer science); Work (physics); Business model; New business development; Marketing; Sociology; Business; Public relations; Computer science; Political science; Engineering","authors":[{"name":"Louise Knight","is_ca":false},{"name":"Wendy L. Tate","is_ca":false},{"name":"Steven Carnovale","is_ca":false},{"name":"Carmela Di Mauro","is_ca":false},{"name":"Lydia Bals","is_ca":false},{"name":"Federico Caniato","is_ca":false},{"name":"Jury Gualandris","is_ca":true},{"name":"Thomas Johnsen","is_ca":false},{"name":"Aristides Matopoulos","is_ca":false},{"name":"Joanne Meehan","is_ca":false},{"name":"Joe Miemczyk","is_ca":false},{"name":"Pier Paolo Patrucco","is_ca":false},{"name":"Tobias Schoenherr","is_ca":false},{"name":"Kostas Selviaridis","is_ca":false},{"name":"Anne Touboulic","is_ca":false},{"name":"Stephan M. Wagner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02929409714269919,"gpt":0.2627589683289123,"spread":0.2334648711862131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007936612,0.0004947078,0.0008103689,0.00233604,0.001950873,0.001013518,0.0008441389,0.00008566229,0.0001023106],"category_scores_gemma":[0.000176988,0.0004060861,0.0001699672,0.001559904,0.0008001805,0.001238746,0.002766352,0.0006002515,0.00000147495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641738,"about_ca_system_score_gemma":0.00006638964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003176729,"about_ca_topic_score_gemma":0.00001131738,"domain_scores_codex":[0.9954011,0.0002644314,0.001130353,0.0006224371,0.001662215,0.0009194899],"domain_scores_gemma":[0.9970151,0.0003705808,0.0008976934,0.0005239923,0.001109528,0.00008316],"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":[0.004823068,0.000517066,0.004280542,0.007744268,0.001433039,0.0009369083,0.003054774,0.001162948,0.0001689421,0.6183512,0.01264891,0.3448783],"study_design_scores_gemma":[0.008237385,0.000186628,0.01045668,0.000462777,0.0008709355,0.0001915187,0.2059701,0.002454476,0.00002874125,0.06975899,0.7007471,0.0006347044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7671818,0.02327391,0.002801351,0.1491514,0.00299424,0.008674003,0.00008960429,0.0001970163,0.04563667],"genre_scores_gemma":[0.9879466,0.004490351,0.00140404,0.001581313,0.001278667,0.0002696247,0.00003985055,0.0001143757,0.002875141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6880982,"threshold_uncertainty_score":0.9998391,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078562239","doi":"10.1016/j.pursup.2007.01.007","title":"A longitudinal study of supply organizational change","year":2006,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":54,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Business; Purchasing; Supply chain; Marketing; Organizational change; Organizational structure; Longitudinal data; Longitudinal study; Industrial organization; Public relations; Management; Economics","authors":[{"name":"P. Fraser Johnson","is_ca":true},{"name":"Michiel R. Leenders","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03304230693747085,"gpt":0.2507689823718708,"spread":0.2177266754343999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001071872,0.0002358979,0.0004297646,0.0008537425,0.000206554,0.0002593369,0.0003224849,0.00004471743,0.0002212676],"category_scores_gemma":[0.00002785508,0.000208796,0.0001031044,0.0006280895,0.00008131983,0.0009652681,0.0003294425,0.0001593663,0.00001380321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004183667,"about_ca_system_score_gemma":0.00001041343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006752523,"about_ca_topic_score_gemma":0.0001147523,"domain_scores_codex":[0.9977137,0.00004067436,0.0008872147,0.0002568581,0.0008006488,0.000300834],"domain_scores_gemma":[0.9987431,0.00004213993,0.0006571779,0.0002176187,0.0003156254,0.00002436998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003238418,0.003296561,0.8594187,0.001052344,0.0005086748,0.0004825007,0.0008353206,0.0005334113,0.00008744132,0.1110536,0.01016952,0.01223805],"study_design_scores_gemma":[0.004741067,0.0003890518,0.9339219,0.0003018568,0.0006988201,0.0000452143,0.006389694,0.0007812668,0.00002410926,0.01508653,0.03713033,0.0004901952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870934,0.0004185907,0.001976002,0.002524777,0.0004906149,0.0006833363,0.000004323484,0.00003517467,0.006773744],"genre_scores_gemma":[0.997293,0.00005034665,0.0007186707,0.0003304009,0.001196623,0.00001217473,0.0000147302,0.00002822493,0.0003558559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09596711,"threshold_uncertainty_score":0.8514453,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4320013916","doi":"10.1016/j.pursup.2023.100818","title":"The effects of bargaining power on trade credit in a supply network","year":2023,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Working Capital and Financial Performance","field":"Business, Management and Accounting","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Trafikverket; Saskatoon Community Foundation","keywords":"Bargaining power; Trade credit; Power (physics); Business; Economics; Industrial organization; Microeconomics; Finance","authors":[{"name":"Elmira Parviziomran","is_ca":false},{"name":"Viktor Elliot","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006266032449775761,"gpt":0.2000905831447188,"spread":0.1938245506949431,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001078236,0.00013765,0.0002409681,0.0003375356,0.0002163245,0.0001516269,0.0002217772,0.00003850503,0.000004861847],"category_scores_gemma":[0.00007813533,0.00009588306,0.00008811694,0.0006707941,0.000066935,0.0002934147,0.0001344514,0.0002228149,0.00001030597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002220149,"about_ca_system_score_gemma":0.000008051396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001124529,"about_ca_topic_score_gemma":0.000004705219,"domain_scores_codex":[0.9987373,0.00001660979,0.0004345516,0.0001258349,0.0003413939,0.0003442875],"domain_scores_gemma":[0.9993609,0.0001713836,0.0003015109,0.0001213757,0.00002941394,0.00001541286],"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":[0.001714574,0.0005083266,0.1739085,0.002391015,0.0004731169,0.001932364,0.002455514,0.008175389,0.0006030246,0.2214119,0.1326804,0.4537459],"study_design_scores_gemma":[0.002707851,0.0004421759,0.8265948,0.003219748,0.0001098802,0.00001477366,0.001309243,0.003141489,0.00006514103,0.02494126,0.1370656,0.0003880726],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831758,0.001089849,0.00006212865,0.003147623,0.001715281,0.0002697756,5.742934e-7,0.00003019318,0.01050874],"genre_scores_gemma":[0.9979069,0.0006450825,0.0000646225,0.000370898,0.0008140487,0.000005337965,0.000001453975,0.00001655132,0.0001750778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6526863,"threshold_uncertainty_score":0.3909998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3136666260","doi":"10.1016/j.pursup.2021.100686","title":"The purchasing department's leadership role in developing and maintaining a preferred customer status","year":2021,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":24,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"","keywords":"Purchasing; Business; Marketing; Knowledge management; Purchasing process; Transformational leadership; Context (archaeology); Process (computing); Process management; Customer relationship management; Computer science; Management; Economics","authors":[{"name":"André Tchokogué","is_ca":true},{"name":"Nathalie Merminod","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0411654562553409,"gpt":0.2578605973724699,"spread":0.216695141117129,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002145391,0.0002614268,0.000366346,0.0004913805,0.0005246885,0.0008811014,0.000226398,0.00006054906,0.00002831413],"category_scores_gemma":[0.0001316542,0.0002114242,0.00008972269,0.0005271873,0.0001407635,0.0009320584,0.000502373,0.0003304786,0.000009540147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354885,"about_ca_system_score_gemma":0.00004743196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006623529,"about_ca_topic_score_gemma":0.0001738636,"domain_scores_codex":[0.9975497,0.0001072356,0.0007698959,0.0003282191,0.000534028,0.0007109787],"domain_scores_gemma":[0.9990586,0.0001547312,0.000369626,0.0002151711,0.0001506431,0.00005122739],"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":[0.0009220457,0.0004454867,0.1389409,0.002084437,0.001098435,0.002541644,0.00464835,0.001403427,0.0002863602,0.3142258,0.004551613,0.5288515],"study_design_scores_gemma":[0.004400088,0.00006881078,0.1341648,0.001308843,0.0003466487,0.0001625524,0.07391227,0.003331548,0.0001080833,0.02479484,0.7565731,0.0008284662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8976963,0.01832357,0.006925195,0.04714536,0.001248495,0.001087054,0.000004841618,0.00009724146,0.02747198],"genre_scores_gemma":[0.9931583,0.001782669,0.002199745,0.002035973,0.0003121,0.00001539568,0.000009652884,0.00003171206,0.0004544276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7520215,"threshold_uncertainty_score":0.8621628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061360586","doi":"10.1016/j.pursup.2008.02.002","title":"Sex and salary: A survey of purchasing and supply professionals","year":2008,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Salary; Purchasing; Context (archaeology); Human capital; Business; Human capital theory; Marketing; Compensation (psychology); Test (biology); Labour economics; Demographic economics; Economics; Psychology; Social psychology; Economic growth","authors":[{"name":"Paul D. Larson","is_ca":true},{"name":"Matthew Morris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09060243712134172,"gpt":0.3109295786051325,"spread":0.2203271414837908,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003589782,0.0001110825,0.000313738,0.0001905092,0.0006483436,0.00006249524,0.0001358242,0.00006690883,0.0000314399],"category_scores_gemma":[0.0001333378,0.00009863302,0.0000451539,0.0001705354,0.0004054144,0.0003198279,0.0001702471,0.0001682569,5.10037e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003557412,"about_ca_system_score_gemma":0.00007962804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009802419,"about_ca_topic_score_gemma":0.0001073273,"domain_scores_codex":[0.9981174,0.0005735686,0.0003669194,0.0001647939,0.0005328954,0.0002444002],"domain_scores_gemma":[0.9991235,0.0001844575,0.0002696413,0.00008550905,0.0001590073,0.00017786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002070446,0.0003045022,0.9021979,0.0002690603,0.0002595077,0.0001683859,0.06308521,0.000009439117,0.0001769233,0.003074084,0.00452505,0.02572292],"study_design_scores_gemma":[0.001288674,0.0002297834,0.9634073,0.0002266085,0.00008048095,0.00007049966,0.02587345,0.00004661924,0.00009858409,0.001893568,0.006577312,0.0002071194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923001,0.001485514,0.0002941038,0.003347612,0.0001614013,0.00017473,0.00001648753,0.000007724076,0.002212349],"genre_scores_gemma":[0.9950882,0.002919323,0.001054792,0.0001509626,0.00005825136,6.345139e-7,0.000002763076,0.000005766679,0.0007193353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06120942,"threshold_uncertainty_score":0.4986601,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410946196","doi":"10.1016/j.pursup.2025.101038","title":"Weaponizing Supply Chains: (Re)Configuring PSM strategies and practices in the era of geopolitical disruptions","year":2025,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Geopolitics; Business; Supply chain; Process management; Marketing; Industrial organization; Political science","authors":[{"name":"Steven Carnovale","is_ca":false},{"name":"Carmela Di Mauro","is_ca":false},{"name":"Hamid Moradlou","is_ca":false},{"name":"Samuel Roscoe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02136508792722691,"gpt":0.2995956560531733,"spread":0.2782305681259464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001633094,0.0002032116,0.0003291515,0.0007199407,0.0002653946,0.0007643091,0.0003693275,0.00005228628,0.0000279197],"category_scores_gemma":[0.0001271488,0.0001428654,0.00008822894,0.0005169722,0.0002110842,0.001500672,0.000253636,0.0003764299,0.000001806761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000031826,"about_ca_system_score_gemma":0.00003502417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004656735,"about_ca_topic_score_gemma":0.0001207966,"domain_scores_codex":[0.9982564,0.00006118344,0.0006651898,0.0002389365,0.0004209853,0.0003573161],"domain_scores_gemma":[0.9988599,0.0002190159,0.0005791244,0.0002173845,0.0001039571,0.00002060557],"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":[0.0001986112,0.0005188826,0.05463029,0.002244289,0.0003329909,0.000352947,0.002720057,0.0008557559,0.0002485708,0.8798833,0.001388503,0.05662582],"study_design_scores_gemma":[0.004240946,0.0002084364,0.4955254,0.003578506,0.001017993,0.00008129165,0.3519589,0.007785577,0.0000813055,0.07604787,0.05875774,0.0007160594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462671,0.002896895,0.001597147,0.01986686,0.0003754372,0.0005191368,0.000001957568,0.00001957866,0.02845584],"genre_scores_gemma":[0.9966794,0.001455075,0.0005226505,0.000904715,0.0002640423,0.00001373516,0.000002815589,0.00001059833,0.0001469235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8038354,"threshold_uncertainty_score":0.7370251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413049047","doi":"10.1016/j.pursup.2025.101059","title":"Identifying modern slavery in global supply chains: Leveraging monitoring technologies through multi-actor collaboration","year":2025,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":2,"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":"Supply chain; Business; Process management; Knowledge management; Computer science; Industrial organization; Marketing","authors":[{"name":"Cory Searcy","is_ca":true},{"name":"Pavel Castka","is_ca":false},{"name":"Grant Michelson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02961870816765244,"gpt":0.3054444655731341,"spread":0.2758257574054817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007146331,0.0002463101,0.0003883194,0.0005005515,0.0003151863,0.0008790844,0.0003040617,0.0001121163,0.000002443487],"category_scores_gemma":[0.0001981115,0.0002370482,0.0001110264,0.00107935,0.0001014024,0.001999075,0.0002851361,0.0002590501,0.000001281244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000544133,"about_ca_system_score_gemma":0.00005385678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003875909,"about_ca_topic_score_gemma":0.0000577382,"domain_scores_codex":[0.9982499,0.00003501364,0.0006246315,0.0002781301,0.0003725664,0.0004397102],"domain_scores_gemma":[0.9992049,0.00002986118,0.000329282,0.0001761836,0.0002436674,0.0000161556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002926905,0.0006469777,0.8506311,0.00221465,0.0004426458,0.0004922474,0.006442011,0.002548758,0.0004652366,0.02616692,0.0005848077,0.109072],"study_design_scores_gemma":[0.00624508,0.00007980839,0.4900531,0.003010793,0.0004967788,0.00001683746,0.3540521,0.006711369,0.0002397627,0.131867,0.006299851,0.0009274743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737903,0.002901678,0.01479898,0.004162543,0.001389695,0.0004807759,0.000004905852,0.0001242809,0.002346801],"genre_scores_gemma":[0.996843,0.0006200902,0.002004663,0.0001623838,0.0002408396,0.000007675428,0.000002993787,0.00001294635,0.0001054483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3605779,"threshold_uncertainty_score":0.9666544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414282785","doi":"10.1016/j.pursup.2025.101078","title":"Unpacking supplier diversity in purchasing and supply management: what do we know and what should we know about?","year":2025,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação Getulio Vargas","keywords":"Unpacking; Diversity (politics); Power (physics); Purchasing; Resource (disambiguation); Disadvantaged; Resource dependence theory; Purchasing power","authors":[{"name":"Priscila Laczynski de Souza Miguel","is_ca":false},{"name":"Andréa Lago da Silva","is_ca":true},{"name":"Minelle E. Silva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01973732966803537,"gpt":0.2567098278450845,"spread":0.2369724981770491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001836143,0.0005252847,0.0006805732,0.002501417,0.0007851347,0.005280295,0.0005352249,0.0001590143,0.00008570686],"category_scores_gemma":[0.00003387622,0.0004917064,0.0001442857,0.0009823099,0.0002346855,0.008212171,0.002305281,0.0005344168,0.000008268316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153451,"about_ca_system_score_gemma":0.00002512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163558,"about_ca_topic_score_gemma":0.00006895936,"domain_scores_codex":[0.9969649,0.00006510071,0.0008487433,0.0006128188,0.000698042,0.0008103565],"domain_scores_gemma":[0.9988284,0.00009578785,0.0004978747,0.0003199469,0.0001586293,0.00009943007],"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":[0.0002320292,0.0001861051,0.02841444,0.001926662,0.0003967125,0.000252091,0.001299618,0.00003691771,0.00003827795,0.03866961,0.005040485,0.923507],"study_design_scores_gemma":[0.005088292,0.00006379325,0.02236681,0.01237762,0.000681857,0.0000438765,0.02081126,0.001168455,0.00003112093,0.0312275,0.9053432,0.0007962594],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3880925,0.4124196,0.002567517,0.1699474,0.004183645,0.002666617,0.00001255253,0.0002187849,0.01989138],"genre_scores_gemma":[0.6377608,0.3565632,0.0008585174,0.002519232,0.0005895056,0.00001521853,0.00001146394,0.00004521221,0.001636873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9227108,"threshold_uncertainty_score":0.9997535,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410461630","doi":"10.1016/j.pursup.2025.101035","title":"Trust in buyer-supplier new product development teams increases Advice-Seeking—But do birds of a feather flock together?","year":2025,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Society for Anthropological Sciences; Canada Foundation for Innovation","keywords":"Flock; Business; Product (mathematics); Advice (programming); Marketing; New product development; Computer science; Ecology","authors":[{"name":"Craig R. Carter","is_ca":false},{"name":"Lutz Kaufmann","is_ca":false},{"name":"Dawn DeLay","is_ca":false},{"name":"Rohan Y. Korde","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009274065605947273,"gpt":0.2325681071305501,"spread":0.2232940415246028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001402883,0.0002848381,0.0004726967,0.001777892,0.0001451377,0.0002640559,0.0003668366,0.00005745611,0.0001329334],"category_scores_gemma":[0.00007630789,0.00024563,0.00009973047,0.001117401,0.0000612813,0.0004194781,0.0004019244,0.0002238918,0.00001806202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001438675,"about_ca_system_score_gemma":0.0001009267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001993688,"about_ca_topic_score_gemma":0.00006707873,"domain_scores_codex":[0.9977845,0.00002927581,0.001045965,0.0003214595,0.0004662245,0.0003525758],"domain_scores_gemma":[0.998874,0.00002841787,0.0005406429,0.0002619604,0.0002660494,0.00002890688],"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":[0.0008534022,0.001633077,0.1824195,0.003212876,0.0009898227,0.0001899672,0.001615576,0.0002568201,0.0009590341,0.1572971,0.03095879,0.6196141],"study_design_scores_gemma":[0.007079612,0.0000939852,0.06074122,0.002759259,0.0004259938,0.0000180535,0.01114316,0.001390626,0.0007689389,0.01019024,0.9045538,0.000835065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6532716,0.002423608,0.004110086,0.005780129,0.001401051,0.001337561,0.000002236585,0.0001104551,0.3315632],"genre_scores_gemma":[0.9841616,0.00009757309,0.005188738,0.0009440103,0.0004788357,0.00001408881,0.000005769843,0.00003178976,0.009077653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8735951,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}