{"meta":{"query_hash":"f3ff879613c3","filters":{"venue":"Macro Management & Public Policies"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/f3ff879613c3","api":"https://metacan.xera.ac/api/v1/cohort?venue=Macro+Management+%26+Public+Policies"},"results":[{"id":"W4223941264","doi":"10.30564/mmpp.v4i1.4530","title":"Role of Effective Leadership on Empowerment, Effective Communication, and Motivation in Customer Service","year":2022,"lang":"en","type":"article","venue":"Macro Management & Public Policies","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Canada West","funders":"","keywords":"Customer to customer; Business; Customer advocacy; Customer retention; Marketing; Service quality; Customer intelligence; Customer Service Assurance; Customer delight; Service (business); Process management","score_opus":0.022937939159876596,"score_gpt":0.23052786929536825,"score_spread":0.20758993013549165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223941264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68061274,0.00029004822,0.000054702225,0.02733585,0.00018855915,0.0031043096,0.00001682634,0.00027372217,0.28812325],"genre_scores_gemma":[0.99116164,0.000021999287,0.00002148278,0.007467325,0.00007855026,0.0004935247,0.00012416915,0.00003511289,0.00059617194],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99841034,0.00010659341,0.00031194979,0.0003401024,0.00044958686,0.00038143445],"domain_scores_gemma":[0.9990855,0.00014804058,0.00027976907,0.00035590885,0.00011537538,0.000015430935],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00064448983,0.00024064914,0.00023970932,0.0012018129,0.0003887097,0.00025460392,0.0004763113,0.000037000347,0.0002596157],"category_scores_gemma":[0.000065556844,0.00026005993,0.00004344249,0.0019784425,0.00011642081,0.0010009878,0.00086269167,0.0002082203,0.000055502856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010018934,0.00048239934,0.067491665,0.00072116277,0.00017805859,0.0000026724051,0.0019128136,0.0010452865,0.00021778513,0.91727,0.004187975,0.006390007],"study_design_scores_gemma":[0.0016511758,0.00005312037,0.8237054,0.00007839014,0.00008333092,9.122755e-7,0.04696287,0.00063299085,0.00009210601,0.015089203,0.111206636,0.0004439195],"about_ca_topic_score_codex":0.0009870867,"about_ca_topic_score_gemma":0.00026167184,"teacher_disagreement_score":0.9021808,"about_ca_system_score_codex":0.000114045135,"about_ca_system_score_gemma":0.000009143009,"threshold_uncertainty_score":0.99998516},"labels":[],"label_agreement":null},{"id":"W4377042403","doi":"10.30564/mmpp.v5i2.5578","title":"An Effective Compromising Ranking Technique for Decision Making","year":2023,"lang":"en","type":"article","venue":"Macro Management & Public Policies","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Canada West","funders":"","keywords":"VIKOR method; TOPSIS; Regret; Decision matrix; Ranking (information retrieval); Ideal solution; Computer science; Multiple-criteria decision analysis; Process (computing); Data mining; Matrix (chemical analysis); Operations research; Mathematical optimization; Artificial intelligence; Machine learning; Mathematics","score_opus":0.13019753214907331,"score_gpt":0.470276085463908,"score_spread":0.34007855331483466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377042403","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18520856,0.000046780548,0.79947555,0.0012010689,0.0011318156,0.0038161501,0.000059750666,0.00093192345,0.008128418],"genre_scores_gemma":[0.942589,0.000011579148,0.054396875,0.0008033886,0.00027757173,0.0010357134,0.000019915784,0.00008761794,0.0007783683],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9929456,0.0005037034,0.0013470596,0.0014056957,0.0024968663,0.0013010391],"domain_scores_gemma":[0.9910861,0.005704911,0.00053035165,0.0019058485,0.0005504638,0.00022227713],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.012192702,0.00047898822,0.00070529094,0.0037457002,0.0011474453,0.003891318,0.00289019,0.00017117728,0.0002629249],"category_scores_gemma":[0.0044797347,0.0004038056,0.00034881834,0.0044547133,0.00018944759,0.0014703014,0.001550508,0.00022615003,0.0004133303],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016634303,0.00011637219,0.0020489779,0.000056831308,0.00007920536,0.000044191336,0.0010552963,0.0009780056,0.006466282,0.03621462,0.024224326,0.9285495],"study_design_scores_gemma":[0.0028543423,0.00043869013,0.13796371,0.0008085968,0.00008878668,0.000040993506,0.0049169334,0.11124933,0.0024449225,0.41470423,0.32283702,0.0016524337],"about_ca_topic_score_codex":0.000033333286,"about_ca_topic_score_gemma":0.00004660061,"teacher_disagreement_score":0.9268971,"about_ca_system_score_codex":0.0002305265,"about_ca_system_score_gemma":0.00003116239,"threshold_uncertainty_score":0.9998414},"labels":[],"label_agreement":null}]}