{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"d0f3a0905644","filters":{"venue":"Mechanism of an economic regulation"}},"results":[{"id":"W4297131172","doi":"10.32782/mer.2022.95-96.06","title":"ORGANIZATIONAL AND ECONOMIC MECHANISM OF LAND RESOURCES USE","year":2022,"lang":"en","type":"article","venue":"Mechanism of an economic regulation","topic":"Agriculture Market Analysis Ukraine","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Arable land; Agricultural land; Land management; Agriculture; Agrarian society; Business; Natural resource; Land use; Resource (disambiguation); Productive forces; Environmental resource management; Natural resource economics; Economics; Economic system; Geography; Political science; Computer science; Engineering","authors":[{"name":"Ханлар Махмудов","is_ca":false},{"name":"Valeriia Vashchenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00786261133694833,"gpt":0.1689493235299045,"spread":0.1610867121929561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00232887,0.0001758287,0.0002247798,0.002185558,0.001263913,0.004545781,0.0008959835,0.0007215195,0.005243483],"category_scores_gemma":[0.004301912,0.0002227137,0.0003918413,0.001634939,0.006053825,0.002066279,0.001909412,0.0005622545,0.0007701937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003288455,"about_ca_system_score_gemma":0.00367345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003353676,"about_ca_topic_score_gemma":0.002808223,"domain_scores_codex":[0.9969696,0.001155523,0.0001591549,0.0004889122,0.000772928,0.0004539378],"domain_scores_gemma":[0.9973307,0.0009507209,0.0005253947,0.0005257229,0.000432569,0.0002350248],"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":[0.0000146296,0.00005644501,0.005678321,0.0000558638,0.00002459544,0.0002067484,0.001318433,0.003210024,0.001031647,0.9707856,0.001130231,0.01648738],"study_design_scores_gemma":[0.00005076031,0.0001918104,0.0538075,0.0002879791,0.00005874553,0.0006267178,0.006419843,0.02138659,0.002340621,0.7713623,0.1433781,0.00008910948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2329598,0.001816369,0.1555415,0.006966196,0.0001402589,0.0004850129,0.0004974825,0.0002385857,0.6013547],"genre_scores_gemma":[0.9710301,0.0004454668,0.01217687,0.0001261138,0.00005627071,0.0002188629,0.0001140501,0.00001595357,0.01581642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005243483,"threshold_uncertainty_score":0.02385944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387055456","doi":"10.32782/mer.2023.101.06","title":"PROBLEM AREA DIFFERENCES IN THE CONCEPTS OF CUSTOMER CENTRICITY AND CUSTOMER ORIENTATION","year":2023,"lang":"en","type":"article","venue":"Mechanism of an economic regulation","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Scopus; Focus (optics); Sample (material); Scientific literature; Computer science; Interpretation (philosophy); Data science; Knowledge management; Information retrieval; Political science","authors":[{"name":"Інна Рєпіна","is_ca":false},{"name":"Олена Потієнко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0317606131173488,"gpt":0.2571128293940016,"spread":0.2253522162766528,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03523322,0.0005842118,0.001142129,0.01002428,0.001500544,0.0096363,0.002414587,0.002226856,0.005480033],"category_scores_gemma":[0.09357057,0.000337558,0.0009900079,0.02269847,0.01051087,0.01021053,0.004373671,0.002915459,0.0007531339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004939834,"about_ca_system_score_gemma":0.005170637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001931861,"about_ca_topic_score_gemma":0.001295434,"domain_scores_codex":[0.9490907,0.02663338,0.005105035,0.00519692,0.01279828,0.001175664],"domain_scores_gemma":[0.7903423,0.1767328,0.0146382,0.004303019,0.01282506,0.0011587],"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":[0.0003145467,0.0001206493,0.02357102,0.007834311,0.0002737092,0.0005392282,0.05301329,0.0006444122,0.001066551,0.6296782,0.007828862,0.2751152],"study_design_scores_gemma":[0.00008768572,0.0002046234,0.07535768,0.00609034,0.0002444334,0.002295846,0.0777266,0.001981322,0.001289426,0.6841057,0.1504589,0.0001575103],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3473337,0.1615755,0.1893755,0.08836291,0.004398504,0.00160666,0.003034931,0.0003014676,0.2040108],"genre_scores_gemma":[0.9170921,0.0245834,0.04279698,0.006129839,0.002130168,0.001640057,0.0008954704,0.0001584073,0.004573539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03523322,"threshold_uncertainty_score":0.1863333,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231019964","doi":"10.21272/mer.2021.94.04","title":"Modern Marketing Strategies for Development of the Company's Green Competitiveness","year":2021,"lang":"en","type":"article","venue":"Mechanism of an economic regulation","topic":"Business and Economic Development","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Omnichannel; Marketing; Business; Promotion (chess); Globalization; Personalization; Digital marketing; Unification; Industrial organization; Sales promotion; Economics; Computer science; Sales management","authors":[{"name":"Olena Chygryn","is_ca":false},{"name":"Олег Михайлович Олефіренко","is_ca":false},{"name":"Maryna Y. Herasymenko","is_ca":false},{"name":"Kateryna V. Shevchenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01733405059255352,"gpt":0.2101586931760782,"spread":0.1928246425835246,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003052916,0.0007269075,0.0003178092,0.00378464,0.002797405,0.0131987,0.0008015594,0.002183605,0.01095943],"category_scores_gemma":[0.003185536,0.0002163387,0.0005057727,0.002942357,0.005055365,0.01166763,0.002927731,0.001501102,0.001763383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005139757,"about_ca_system_score_gemma":0.004455056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001374859,"about_ca_topic_score_gemma":0.002060496,"domain_scores_codex":[0.9972554,0.001007151,0.0001363376,0.0002816918,0.001094143,0.0002252946],"domain_scores_gemma":[0.9982688,0.0006873352,0.0003117913,0.0001300325,0.00045354,0.0001484222],"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":[0.00003174771,0.00007938151,0.001663165,0.0005788358,0.00002967263,0.0002841807,0.00946432,0.0004495712,0.002085594,0.8404438,0.009262137,0.1356277],"study_design_scores_gemma":[0.00002647419,0.0001345264,0.007474691,0.00119377,0.00005952791,0.0007104767,0.02450367,0.002680552,0.002568019,0.4115426,0.5490338,0.00007200776],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05430027,0.01199558,0.05391265,0.02370875,0.0006076508,0.0004544875,0.0001133097,0.0002636354,0.8546437],"genre_scores_gemma":[0.8323563,0.01325893,0.05286716,0.004758872,0.0004399654,0.0004809607,0.0001242463,0.0001666837,0.09554695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0131987,"threshold_uncertainty_score":0.03729171,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4286388476","doi":"10.21272/mer.2021.94.09","title":"Scientific Aspects of the Formation of the Logistics System of Agricultural Companies","year":2021,"lang":"en","type":"article","venue":"Mechanism of an economic regulation","topic":"Agriculture Market Analysis Ukraine","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Business; Agriculture; Industrial organization; Agricultural productivity; China; Productivity; Work (physics); Product (mathematics); Economics; Economic growth","authors":[{"name":"Леонід Таранюк","is_ca":true},{"name":"Hongzhou Qiu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01255448892051799,"gpt":0.1798093562477959,"spread":0.1672548673272779,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002706228,0.0001719553,0.0001621814,0.002375842,0.001392463,0.003734393,0.0003961987,0.0005029488,0.001568792],"category_scores_gemma":[0.003594603,0.0001341225,0.0002437591,0.002130904,0.004274351,0.002626514,0.001050212,0.0005155836,0.0001469208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002345193,"about_ca_system_score_gemma":0.004028345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472347,"about_ca_topic_score_gemma":0.0007229153,"domain_scores_codex":[0.9984508,0.0007451143,0.00008094201,0.0001456367,0.0004433428,0.0001341781],"domain_scores_gemma":[0.9975802,0.001153306,0.0005748757,0.0001790984,0.0004296174,0.00008282857],"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":[0.00003096464,0.00005642401,0.01366461,0.0004234865,0.00001997236,0.0003099744,0.004104911,0.006837011,0.00220427,0.9035505,0.001843588,0.0669542],"study_design_scores_gemma":[0.00001934301,0.0001157651,0.04939215,0.0003933115,0.00004442022,0.0005100787,0.009436903,0.01870457,0.004704206,0.7929674,0.1236558,0.000056014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5697615,0.0194654,0.09489986,0.02133079,0.000295785,0.0002967812,0.0002452286,0.000133243,0.2935714],"genre_scores_gemma":[0.9836259,0.005532471,0.005685205,0.0001674803,0.0001293762,0.00006805752,0.0000746635,0.000007603593,0.004709226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003734393,"threshold_uncertainty_score":0.01701564,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}