{"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":"f37144a2dad4","filters":{"venue":"Modern Supply Chain Research and Applications"}},"results":[{"id":"W2951236283","doi":"10.1108/mscra-02-2019-0006","title":"Choosing the right approach to green your supply chains","year":2019,"lang":"en","type":"article","venue":"Modern Supply Chain Research and Applications","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":56,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Competitor analysis; Business; Supply chain management; Supply chain; Product lifecycle; Product (mathematics); Product life-cycle management; Originality; Position (finance); New product development; Process management; Industrial organization; Marketing; Qualitative research","authors":[{"name":"Qinghua Zhu","is_ca":false},{"name":"Joseph Sarkis","is_ca":false},{"name":"Kee‐hung Lai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03741968201806942,"gpt":0.2906417337821564,"spread":0.253222051764087,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006679471,0.0008036933,0.0004644948,0.002472052,0.003955975,0.009742335,0.001810311,0.002620482,0.008246696],"category_scores_gemma":[0.00966174,0.0005450688,0.0009076197,0.003254434,0.005429015,0.01209919,0.00495756,0.002940321,0.001508663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01002284,"about_ca_system_score_gemma":0.01467525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01030753,"about_ca_topic_score_gemma":0.01478008,"domain_scores_codex":[0.9921948,0.003718247,0.0003062552,0.0007924301,0.002265268,0.0007230226],"domain_scores_gemma":[0.9919283,0.002555494,0.001314438,0.0008434011,0.002422654,0.0009357054],"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":[0.0001087827,0.0004898209,0.01857311,0.002175394,0.0001481467,0.0008749598,0.01082861,0.0247332,0.005617536,0.6399913,0.01719702,0.2792622],"study_design_scores_gemma":[0.00006741931,0.0002943625,0.005964484,0.004113232,0.0001358543,0.0004552989,0.02961694,0.03836644,0.008403096,0.6244849,0.2878176,0.0002803592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1228256,0.006597267,0.5692855,0.09016501,0.0008474343,0.001697524,0.000430594,0.001033211,0.2071178],"genre_scores_gemma":[0.7403757,0.005869719,0.2303965,0.004194827,0.0001392004,0.0006230323,0.0002006919,0.0001732585,0.01802699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01030753,"threshold_uncertainty_score":0.07272106,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2951498613","doi":"10.1108/mscra-01-2019-0003","title":"Service supply chain management: a behavioural operations perspective","year":2019,"lang":"en","type":"article","venue":"Modern Supply Chain Research and Applications","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":50,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Service (business); Scope (computer science); Service management; Supply chain; Perspective (graphical); Originality; Supply chain management; Process management; Knowledge management; Business; Marketing; Extant taxon; Operations management; Computer science; Engineering; Sociology; Qualitative research","authors":[{"name":"Weihua Liu","is_ca":false},{"name":"Di Wang","is_ca":false},{"name":"Shangsong Long","is_ca":false},{"name":"Xinran Shen","is_ca":false},{"name":"Victor Shi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05015371593564206,"gpt":0.3033241034098648,"spread":0.2531703874742227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005425896,0.0006460251,0.0005560579,0.007738372,0.001100334,0.007069965,0.001243565,0.001622261,0.004921908],"category_scores_gemma":[0.008380762,0.0003072931,0.0008870693,0.01068088,0.005901718,0.007625889,0.00262483,0.001870404,0.0006127756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005338056,"about_ca_system_score_gemma":0.008533213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005997745,"about_ca_topic_score_gemma":0.005057437,"domain_scores_codex":[0.9941257,0.003570575,0.0005375581,0.0004112425,0.001033702,0.0003211752],"domain_scores_gemma":[0.9914063,0.004902287,0.001155898,0.0003461456,0.001835551,0.000353901],"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":[0.00008303113,0.0001398761,0.01575313,0.01807711,0.0002772931,0.0006741573,0.02050461,0.004772904,0.001922781,0.627283,0.004669041,0.3058431],"study_design_scores_gemma":[0.00003635739,0.0004692203,0.02844653,0.02509559,0.0004187239,0.001692678,0.07069466,0.007696721,0.00236949,0.4272191,0.4356776,0.0001832068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1166791,0.3122973,0.2493809,0.07922194,0.002097467,0.001509358,0.0009039592,0.0003648587,0.2375452],"genre_scores_gemma":[0.7507947,0.1844874,0.04791939,0.005658236,0.0008318361,0.0006716637,0.000526519,0.0000659724,0.009044336],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007738372,"threshold_uncertainty_score":0.0387305,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3003808555","doi":"10.1108/mscra-02-2019-0008","title":"Evaluating green supplier satisfaction","year":2020,"lang":"en","type":"article","venue":"Modern Supply Chain Research and Applications","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":10,"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":"TOPSIS; Analytic hierarchy process; Customer satisfaction; Entropy (arrow of time); Multiple-criteria decision analysis; Computer science; Ideal solution; Originality; Supplier evaluation; Supply chain; Supply chain management; Management science; Process management; Operations research; Business; Mathematics; Marketing; Economics","authors":[{"name":"Chunguang Bai","is_ca":false},{"name":"Ahmet Şatır","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1071330956531759,"gpt":0.3562571485736033,"spread":0.2491240529204274,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00949496,0.0004571274,0.0007579163,0.003730471,0.0009903229,0.002970342,0.0005586069,0.0005645592,0.006221587],"category_scores_gemma":[0.02830068,0.0001382072,0.0010262,0.004276902,0.001075851,0.00221208,0.00191327,0.0007509467,0.0008949195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002200155,"about_ca_system_score_gemma":0.001823576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170238,"about_ca_topic_score_gemma":0.002064988,"domain_scores_codex":[0.9862227,0.00584971,0.0009747258,0.0004042902,0.006065586,0.0004829307],"domain_scores_gemma":[0.965256,0.01720772,0.00473123,0.001060074,0.01080523,0.0009397519],"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":[0.001196802,0.0004167674,0.3040117,0.002681353,0.0006626581,0.0004438827,0.008657705,0.01317611,0.005547665,0.02968732,0.009431569,0.6240865],"study_design_scores_gemma":[0.0001446752,0.005860246,0.5368452,0.003817534,0.001373411,0.002311489,0.06598496,0.13975,0.0331715,0.1384214,0.07150369,0.0008160072],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7196978,0.003597519,0.1535941,0.004696712,0.0002227178,0.0006390163,0.001648999,0.0003274098,0.1155757],"genre_scores_gemma":[0.9858543,0.0005902857,0.01101395,0.0002767793,0.00004012392,0.000140081,0.0003294618,0.00002055005,0.001734442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00949496,"threshold_uncertainty_score":0.05021477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4301291847","doi":"10.1108/mscra-01-2022-0002","title":"On-demand service platform operations management: a literature review and research agendas","year":2022,"lang":"en","type":"review","venue":"Modern Supply Chain Research and Applications","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Originality; Context (archaeology); Computer science; Service (business); Empirical research; Management science; Data science; Field (mathematics); Systematic review; Knowledge management; Operations research; Engineering; Marketing; Business; Qualitative research; Sociology","authors":[{"name":"Xiaoyu Yan","is_ca":true},{"name":"Weihua Liu","is_ca":true},{"name":"Victor Shi","is_ca":true},{"name":"Tingting Liu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1179371679926837,"gpt":0.4020655330570356,"spread":0.2841283650643519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004908507,0.001045792,0.001517443,0.01486324,0.00145372,0.005439071,0.001551069,0.002386193,0.005168653],"category_scores_gemma":[0.01381489,0.0005924086,0.001448017,0.01805357,0.00135699,0.00591226,0.001637661,0.001804202,0.00106395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004343345,"about_ca_system_score_gemma":0.01198738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006090919,"about_ca_topic_score_gemma":0.008769823,"domain_scores_codex":[0.9968641,0.001173158,0.0004452623,0.0002965716,0.0009818322,0.0002389604],"domain_scores_gemma":[0.9819594,0.01195326,0.001689866,0.0002959652,0.003770448,0.0003310492],"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":[0.0001524749,0.0002713183,0.002636303,0.1050927,0.0003710237,0.0008380138,0.002426907,0.002430523,0.001094022,0.06695204,0.03573544,0.7819993],"study_design_scores_gemma":[0.00005729363,0.000448005,0.01426135,0.2342127,0.001723737,0.002282564,0.01618204,0.004612977,0.001660502,0.03844045,0.6859453,0.000173094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003731913,0.9791803,0.00194056,0.005743603,0.0006842477,0.00009285024,0.0001137076,0.00002344132,0.008489503],"genre_scores_gemma":[0.02703967,0.9679701,0.00212807,0.0009523666,0.0005650339,0.00008151583,0.0001472059,0.0000103123,0.001105709],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01486324,"threshold_uncertainty_score":0.03151333,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403848555","doi":"10.1108/mscra-09-2023-0040","title":"Pricing in spatial classification system in non-symmetric market demand based on the calculations of double interval grey numbers","year":2024,"lang":"en","type":"article","venue":"Modern Supply Chain Research and Applications","topic":"Supply Chain and Inventory Management","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":"Carleton University","funders":"","keywords":"Supply chain; Context (archaeology); Product (mathematics); Dual (grammatical number); Computer science; Operations research; Production (economics); Microeconomics; Economics; Industrial organization; Business; Marketing; Engineering","authors":[{"name":"Maryam Amini","is_ca":false},{"name":"Armin Mahmoodi","is_ca":true},{"name":"Leila Hashemi","is_ca":true},{"name":"Reza Kiani Aslani","is_ca":false},{"name":"Arash Taheri","is_ca":false},{"name":"Mohammad Kiani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05623379021589296,"gpt":0.3024781368467653,"spread":0.2462443466308723,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001325495,0.000528094,0.0008631191,0.001030743,0.000566279,0.002744725,0.001477479,0.001094204,0.005051223],"category_scores_gemma":[0.004867593,0.0004829651,0.001057679,0.0008547099,0.001513298,0.002346989,0.001359458,0.001180617,0.0003452233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002312821,"about_ca_system_score_gemma":0.001280339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01044245,"about_ca_topic_score_gemma":0.00606179,"domain_scores_codex":[0.9992533,0.000289341,0.00003276929,0.0001313708,0.0001767596,0.0001163735],"domain_scores_gemma":[0.9983783,0.001003904,0.0001854603,0.0001099918,0.0002373375,0.00008502151],"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":[0.00004505148,0.00002464788,0.001326277,0.00004101808,0.00001946898,0.0001791509,0.0001046058,0.883045,0.0007532176,0.1062927,0.0005652683,0.007603634],"study_design_scores_gemma":[0.00000165568,0.000004916546,0.0001034198,0.000003001792,0.000002258067,0.00001067576,0.00001235277,0.989638,0.00007543896,0.01001119,0.0001334185,0.000003676172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08380363,0.0001967121,0.9031641,0.0003784076,0.00005662019,0.00007363364,0.0001144202,0.0001185055,0.01209392],"genre_scores_gemma":[0.9413711,0.0001645131,0.054631,0.00006113583,0.00002271739,0.00007511229,0.00007059437,0.00003536243,0.003568543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01044245,"threshold_uncertainty_score":0.02076334,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}