{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"dcffd73c74ae","filters":{"venue":"Real Estate Management and Valuation"}},"results":[{"id":"W1988597884","doi":"10.2478/remav-2013-0006","title":"Primary and Secondary Residential Real Estate Markets in Poland – Analogies in Offer and Transaction Price Development","year":2013,"lang":"en","type":"article","venue":"Real Estate Management and Valuation","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Real estate; Database transaction; Quarter (Canadian coin); Secondary market; Real estate investment trust; Business; Residential real estate; Economics; Convergence (economics); Price index; Financial economics; Monetary economics; Finance; Econometrics; Database; Macroeconomics; Geography; Computer science","authors":[{"name":"Iwona Dittmann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02463149379087453,"gpt":0.2147003540909203,"spread":0.1900688603000457,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00101266,0.0001412641,0.0002424443,0.0004341521,0.00007552562,0.0001620792,0.00004521205,0.0000630454,0.0000466114],"category_scores_gemma":[0.000006871163,0.0001663388,0.00001472595,0.0001205183,0.00003849821,0.0005858141,0.00005481045,0.00009136489,0.00001455905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371256,"about_ca_system_score_gemma":0.00001641737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002924233,"about_ca_topic_score_gemma":0.001652699,"domain_scores_codex":[0.9988372,0.00003859458,0.0004920201,0.0003638714,0.00003973431,0.0002285305],"domain_scores_gemma":[0.9996673,0.00003425321,0.000144878,0.00009232506,0.00001102624,0.0000501779],"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":[0.0001150291,0.00004676223,0.2126226,0.0003246921,0.00003794635,0.000007486309,0.002905359,0.00006776217,0.00001934183,0.0008631179,0.00005909898,0.7829309],"study_design_scores_gemma":[0.001183128,0.00002800267,0.985201,0.00002704247,0.000006804869,0.00000165423,0.0003277988,0.008624205,0.000004965254,0.00341364,0.0009869108,0.0001948191],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8604523,0.00006435777,0.0003046569,0.0001389007,0.00006329842,0.0004068162,0.000003454144,0.00001613373,0.1385501],"genre_scores_gemma":[0.9472253,0.05115225,0.001027688,0.00002981903,0.00001459726,0.00004199175,0.00004668181,0.00001521837,0.0004464981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.782736,"threshold_uncertainty_score":0.67831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4324100925","doi":"10.2478/remav-2023-0004","title":"Residential Real Estate as a Potential Hedge of Capital Against Inflation","year":2023,"lang":"en","type":"article","venue":"Real Estate Management and Valuation","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Real estate; Inflation (cosmology); Economics; Depreciation (economics); Cointegration; Real estate investment trust; Financial economics; Monetary economics; Quarter (Canadian coin); Capitalization rate; Hedge; Econometrics; Finance; Capital formation; Financial capital; Geography; Market economy","authors":[{"name":"Rafał Wolski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03217693153850118,"gpt":0.2457014379066396,"spread":0.2135245063681384,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001006995,0.0001296649,0.0002295658,0.0004326035,0.0001177373,0.00009759056,0.00008937289,0.00006278276,0.00003081046],"category_scores_gemma":[0.00002051912,0.0001649454,0.00006830956,0.0002522606,0.00004484117,0.0003458725,0.0001039645,0.0000554181,0.0002862573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006945367,"about_ca_system_score_gemma":0.00001371836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778128,"about_ca_topic_score_gemma":0.000168502,"domain_scores_codex":[0.9987806,0.00002774143,0.0005664028,0.000321416,0.00006914606,0.0002346692],"domain_scores_gemma":[0.9993818,0.00001847749,0.0003360012,0.000178521,0.00003034159,0.00005484212],"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":[0.000345805,0.000123998,0.05760778,0.0005340356,0.0003190402,0.0000531251,0.008616067,0.01822025,0.0003513897,0.06319594,0.0008374157,0.8497952],"study_design_scores_gemma":[0.002904658,0.0002351556,0.7049579,0.00005282583,0.00008641353,0.000002425023,0.001762602,0.2256788,0.0001284116,0.0602603,0.003277051,0.0006534393],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7935899,0.000007719709,0.0003579323,0.0000978668,0.0002527137,0.0002581041,0.00001642843,0.00006224227,0.205357],"genre_scores_gemma":[0.9549519,0.04343397,0.000179875,0.00001036314,0.00008153463,0.00001563479,0.0002600766,0.00002318671,0.001043394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8491417,"threshold_uncertainty_score":0.6726279,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392548583","doi":"10.2478/remav-2024-0003","title":"Analysis of Environmentally Certified Residential Developments in Poland","year":2024,"lang":"en","type":"article","venue":"Real Estate Management and Valuation","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Uniwersytet Przyrodniczy we Wrocławiu","keywords":"Certification; Scope (computer science); Investment (military); Business; Quarter (Canadian coin); Scale (ratio); Distribution (mathematics); Environmental economics; Environmental protection; Environmental resource management; Environmental planning; Environmental science; Geography; Computer science; Economics; Cartography; Political science","authors":[{"name":"Alina Kulczyk-Dynowska","is_ca":false},{"name":"Aleksandra Nowicka","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01831662053962795,"gpt":0.2610363699490664,"spread":0.2427197494094385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002675456,0.00007055606,0.00009839852,0.0005078936,0.00001539758,0.00004270084,0.00003317045,0.0000191998,0.0000139075],"category_scores_gemma":[0.000001030844,0.00007142573,0.00002391687,0.0004112991,0.000009026426,0.00009538654,0.00002409904,0.00003008116,0.000002401636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001024175,"about_ca_system_score_gemma":0.000006279391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001058949,"about_ca_topic_score_gemma":0.00004269626,"domain_scores_codex":[0.9994102,0.00002046568,0.0001789486,0.0001241264,0.0001608949,0.0001053803],"domain_scores_gemma":[0.9998924,0.00001287322,0.00001330345,0.00005867357,0.000004370795,0.00001838763],"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":[0.0000438734,0.00006443475,0.07593721,0.00119728,0.002557551,0.0001076411,0.003517851,0.2090883,0.004717499,0.003745264,0.0001553019,0.6988677],"study_design_scores_gemma":[0.0002415941,0.00001422551,0.6455796,0.00004807202,0.0003850605,1.936806e-7,0.0004151664,0.3521897,0.0002901242,0.0003253456,0.0004029838,0.0001079565],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829431,0.000143849,0.007125802,0.00001484716,0.00006619471,0.0002026432,0.000001974443,0.00005532522,0.009446228],"genre_scores_gemma":[0.9959949,0.00322451,0.0003802425,0.000002044768,0.000005725746,0.00001420684,0.00004570437,0.00000838298,0.0003242676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6987598,"threshold_uncertainty_score":0.2912656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}