{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"ab993adbaec2","filters":{"venue":"Supply Chain Management"}},"results":[{"id":"W1540526601","doi":"10.5772/14696","title":"Managing and Controlling Public Sector Supply Chains","year":2011,"lang":"en","type":"book-chapter","venue":"Supply Chain Management","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Supply chain; Business; Public sector; Industrial organization; Process management; Economics; Marketing; Economy","authors":[{"name":"Intaher Marcus","is_ca":false},{"name":"A Badenhorst Weiss Johanna","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02665949772545016,"gpt":0.2056485364183315,"spread":0.1789890386928814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001020774,0.0006066883,0.0002111424,0.001026659,0.001168203,0.00528283,0.001011661,0.001291445,0.01312729],"category_scores_gemma":[0.001422303,0.0002887105,0.0002807924,0.002059146,0.001458131,0.005150507,0.001746405,0.001380129,0.004243813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003148153,"about_ca_system_score_gemma":0.005043475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005776819,"about_ca_topic_score_gemma":0.0072939,"domain_scores_codex":[0.9992296,0.0001656813,0.00003119645,0.0001017665,0.0003644125,0.0001073952],"domain_scores_gemma":[0.9992939,0.0002475671,0.0001296524,0.0001007763,0.000175462,0.00005265968],"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":[0.000009438603,0.00006765318,0.001510348,0.0006615444,0.00001572266,0.0002211168,0.002298195,0.01016064,0.002380674,0.4769739,0.06141351,0.4442872],"study_design_scores_gemma":[0.000007290423,0.00002883979,0.001690256,0.0007982558,0.00001129034,0.0002143478,0.001771106,0.00533959,0.002297313,0.1167934,0.8710235,0.00002480461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01578394,0.02559698,0.1916737,0.01110877,0.0008581998,0.0005354516,0.00026363,0.0009122652,0.753267],"genre_scores_gemma":[0.2710018,0.06559512,0.09317555,0.002098907,0.001000844,0.0005065659,0.0007091932,0.000282501,0.5656296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01312729,"threshold_uncertainty_score":0.04391521,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230440066","doi":"10.4018/978-1-4666-2625-6.ch012","title":"Small Manufacturers vs. Large Retailers on RFID Adoption in the Apparel Supply Chain","year":2012,"lang":"en","type":"book-chapter","venue":"Supply Chain Management","topic":"RFID technology advancements","field":"Engineering","cited_by":2,"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":"Business; Supply chain; Clothing; Order (exchange); Radio-frequency identification; Marketing; Industrial organization; Commerce; Nothing; Computer science; Computer security","authors":[{"name":"May Tajima","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01269063238040186,"gpt":0.1984134201070906,"spread":0.1857227877266887,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001266092,0.0002307095,0.000216066,0.0004154346,0.0006310248,0.001892385,0.0004839152,0.0006398731,0.004219561],"category_scores_gemma":[0.003124644,0.0001610073,0.000243375,0.0007322814,0.001121409,0.002433758,0.001072602,0.0008734342,0.0003123072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419801,"about_ca_system_score_gemma":0.0009626733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003216814,"about_ca_topic_score_gemma":0.004375757,"domain_scores_codex":[0.9993616,0.0003634735,0.00001524215,0.00005691529,0.0001298536,0.00007299138],"domain_scores_gemma":[0.9956173,0.003866108,0.0001876517,0.00007059322,0.0001676021,0.00009085319],"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":[0.0003622733,0.0003232086,0.01616895,0.0003320188,0.00003179899,0.000893775,0.00961611,0.01971237,0.002411766,0.8412499,0.004435642,0.1044622],"study_design_scores_gemma":[0.0001228345,0.00132115,0.0633805,0.001285313,0.0001941243,0.001179333,0.03458828,0.1988986,0.006430205,0.6017942,0.09054897,0.000256617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5918557,0.006178326,0.03822831,0.004882544,0.0001015285,0.0002046322,0.0000708805,0.00004217041,0.358436],"genre_scores_gemma":[0.9852509,0.001847144,0.001771784,0.0001858311,0.00001274039,0.0000347632,0.00001266609,0.000005842405,0.01087827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004219561,"threshold_uncertainty_score":0.01411587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4255790164","doi":"10.4018/978-1-4666-2625-6.ch090","title":"Interoperability Issues for Systems Managing Competency Information","year":2012,"lang":"en","type":"book-chapter","venue":"Supply Chain Management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Interoperability; Computer science; Semantic interoperability; Information model; Information exchange; Information system; Conceptual model; Knowledge management; Reference model; Section (typography); Systems engineering; Data science; Process management; Engineering management; Software engineering; World Wide Web; Engineering; Database; Telecommunications","authors":[{"name":"Bernard Blandin","is_ca":false},{"name":"Geoffrey Frank","is_ca":false},{"name":"Simone Laughton","is_ca":true},{"name":"Kenji Hirata","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01829081534222403,"gpt":0.2268292539711828,"spread":0.2085384386289587,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006543392,0.00107737,0.0009164652,0.002622506,0.002942066,0.01379612,0.002738206,0.004811835,0.01081678],"category_scores_gemma":[0.01322201,0.000969563,0.001516692,0.00368555,0.007776101,0.02520774,0.007151857,0.006034022,0.002363774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005776838,"about_ca_system_score_gemma":0.002572895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003136356,"about_ca_topic_score_gemma":0.001398484,"domain_scores_codex":[0.9919979,0.002700316,0.0007975629,0.0007685507,0.00312386,0.0006119385],"domain_scores_gemma":[0.9954745,0.002635024,0.0002223536,0.0009709977,0.0005880038,0.0001090611],"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":[0.00000127714,0.000003920962,0.00001950537,0.0000232782,0.000003572863,0.00003146445,0.0003168084,0.0003890006,0.00006357487,0.9927135,0.001035452,0.005398551],"study_design_scores_gemma":[0.000006571555,0.000009350981,0.00006988753,0.0001284744,0.000009912915,0.0001740047,0.0003499531,0.004707667,0.0003777887,0.8885971,0.1055535,0.00001569559],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007759581,0.01302416,0.5548531,0.01480524,0.001080375,0.0002502929,0.0001555082,0.0004224176,0.4076493],"genre_scores_gemma":[0.4237566,0.02106111,0.3955986,0.00462197,0.00269914,0.001735384,0.001333532,0.0006697826,0.1485238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01379612,"threshold_uncertainty_score":0.04191411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231732298","doi":"10.4018/978-1-4666-2625-6.ch069","title":"Strategic Partners and Strange Bedfellows","year":2012,"lang":"en","type":"book-chapter","venue":"Supply Chain Management","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":1,"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":"Typology; Complementarity (molecular biology); Humanitarian aid; Variety (cybernetics); Political science; Public relations; Business; Sociology; Computer science; Law","authors":[{"name":"Paul D. Larson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02861855054997899,"gpt":0.238548635173879,"spread":0.2099300846239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002395679,0.00060572,0.0003638613,0.001164408,0.007254552,0.01171111,0.000680591,0.001939169,0.03289897],"category_scores_gemma":[0.004044058,0.0003934713,0.0002330494,0.002163523,0.00843764,0.01170909,0.007841612,0.004189941,0.005953253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003204,"about_ca_system_score_gemma":0.003020902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997744,"about_ca_topic_score_gemma":0.004618779,"domain_scores_codex":[0.9976559,0.001259628,0.00005787704,0.0002169107,0.0005059942,0.0003036264],"domain_scores_gemma":[0.9988739,0.0003942184,0.00008250809,0.0001004167,0.0001891816,0.0003597856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007138505,0.00001009668,0.0001191935,0.00003803655,0.000001403299,0.0001739546,0.01341208,0.00007571349,0.00005874335,0.9401345,0.02640967,0.01955954],"study_design_scores_gemma":[0.000003241297,0.00001418562,0.00007938219,0.0001666769,0.000001639314,0.0002893587,0.01830788,0.0001249935,0.00007468055,0.1019281,0.8790019,0.000007913943],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01203466,0.007478321,0.00998807,0.03087495,0.002117177,0.00008007031,0.00005153543,0.0001433149,0.9372318],"genre_scores_gemma":[0.3623316,0.009953876,0.005094707,0.006164435,0.0005532131,0.0001361948,0.0001253771,0.0002249693,0.6154156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03289897,"threshold_uncertainty_score":0.110058,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239116353","doi":"10.4018/978-1-4666-2625-6.ch065","title":"Social CRM","year":2012,"lang":"en","type":"book-chapter","venue":"Supply Chain Management","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"","keywords":"Social media; Customer relationship management; Business; Software as a service; Knowledge management; Customer engagement; Marketing; Software; Computer science; World Wide Web; Software development","authors":[{"name":"Anteneh Ayanso","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02315840458497949,"gpt":0.2755271630816131,"spread":0.2523687584966336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00104938,0.0007211551,0.0004383346,0.00218051,0.002279562,0.00683965,0.001300741,0.002497556,0.07757019],"category_scores_gemma":[0.001939131,0.0002962016,0.0004559083,0.003141883,0.001382623,0.007804785,0.003494602,0.001669314,0.03214863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002193903,"about_ca_system_score_gemma":0.002032661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001438992,"about_ca_topic_score_gemma":0.003023684,"domain_scores_codex":[0.9988382,0.0002500798,0.00005509452,0.0001614927,0.0005657508,0.000129406],"domain_scores_gemma":[0.9993328,0.0001968066,0.00004745918,0.0001282481,0.0002033685,0.0000913605],"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":[0.00001363246,0.00005857183,0.0002364924,0.0003894207,0.00001322658,0.0002137853,0.001320551,0.0003849314,0.0005320332,0.4173194,0.250918,0.3286],"study_design_scores_gemma":[0.000001868678,0.000007064785,0.0001172362,0.0001426827,0.000001963576,0.0001895049,0.0002959803,0.0001992505,0.0001499535,0.01844714,0.9804412,0.000006183006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001508509,0.009095326,0.01037664,0.006802785,0.001416417,0.0001316608,0.0002132938,0.000572107,0.9698833],"genre_scores_gemma":[0.04322112,0.02906984,0.01866888,0.005732856,0.001976589,0.0002216147,0.0009428145,0.0006268986,0.8995393],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07757019,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243811541","doi":"10.4018/978-1-4666-2625-6.ch050","title":"Two Case Studies on RFID Initiatives","year":2012,"lang":"en","type":"book-chapter","venue":"Supply Chain Management","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Software deployment; Radio-frequency identification; Supply chain; Identification (biology); Supply chain management; Business; Process (computing); Process management; Empirical research; System deployment; Knowledge management; System integration; Marketing; Computer science; Computer security; Database","authors":[{"name":"Rebecca Angeles","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03236012996764581,"gpt":0.2635572067584016,"spread":0.2311970767907558,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003762301,0.0004217427,0.0002440761,0.001619282,0.005105498,0.00305726,0.001728189,0.003013435,0.005680475],"category_scores_gemma":[0.00708643,0.0002902228,0.0004397505,0.003955909,0.002487644,0.002160335,0.003547373,0.001544811,0.0008614493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003785303,"about_ca_system_score_gemma":0.001805666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007977229,"about_ca_topic_score_gemma":0.02332028,"domain_scores_codex":[0.994768,0.003683798,0.000120397,0.0002438952,0.0005085021,0.0006754158],"domain_scores_gemma":[0.99188,0.005931682,0.0005010843,0.0004488073,0.0005221324,0.0007161907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000831436,0.004132454,0.05500064,0.001388503,0.00005455517,0.09214649,0.3774634,0.007151617,0.007899774,0.2125361,0.01785662,0.2235385],"study_design_scores_gemma":[0.0001438233,0.001418143,0.02876792,0.0007782757,0.00006293649,0.01883355,0.4485427,0.003289022,0.008260832,0.009748089,0.4800174,0.0001373979],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8668627,0.001834269,0.01028581,0.002332819,0.00014664,0.0005652683,0.0001443887,0.00007499573,0.1177532],"genre_scores_gemma":[0.9454323,0.002513078,0.01578407,0.0006003114,0.00006008913,0.0003652154,0.0001599381,0.00003495598,0.03505007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007977229,"threshold_uncertainty_score":0.02746439,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4252789387","doi":"10.4018/978-1-4666-2625-6.ch084","title":"Towards Patient-Driven Agile Supply Chains in Healthcare","year":2012,"lang":"en","type":"book-chapter","venue":"Supply Chain Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Supply chain; Agile software development; Business; Health care; Order (exchange); Supply chain management; Process management; Industrial organization; Operations management; Marketing; Engineering; Economics; Management; Finance","authors":[{"name":"Véronique Nabelsi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02352402706786339,"gpt":0.2360160722189698,"spread":0.2124920451511064,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001928755,0.0006768455,0.0002052782,0.0007430441,0.0009825919,0.006463726,0.001037964,0.002232555,0.00573456],"category_scores_gemma":[0.001944662,0.0004276064,0.0004242795,0.001750352,0.00224899,0.00553585,0.002629744,0.003367238,0.001862663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002189871,"about_ca_system_score_gemma":0.003748329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150184,"about_ca_topic_score_gemma":0.001833695,"domain_scores_codex":[0.9986544,0.0006109423,0.00005706539,0.00008767338,0.0004913696,0.00009871258],"domain_scores_gemma":[0.9990928,0.0004362865,0.0000672618,0.00009137263,0.0002050846,0.0001071434],"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":[0.00001131553,0.00003832823,0.000266698,0.0002002725,0.00001053549,0.0001588928,0.002253418,0.005143478,0.0006562998,0.876491,0.02141557,0.09335428],"study_design_scores_gemma":[0.00001190745,0.00003465046,0.0001821157,0.0003978361,0.000008141446,0.0002977967,0.001055219,0.007875199,0.0008002779,0.4823647,0.506951,0.00002102804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01027195,0.02308077,0.5314544,0.0447969,0.001934924,0.0002887143,0.000152995,0.0007811667,0.3872382],"genre_scores_gemma":[0.2729462,0.05847768,0.4043321,0.01014338,0.001424254,0.0005072778,0.0004281026,0.0005185849,0.2512225],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006463726,"threshold_uncertainty_score":0.01918405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}