{"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":"80a144a63534","filters":{"venue":"24th Annual European Real Estate Society Conference"}},"results":[{"id":"W2763372970","doi":"10.15396/eres2017_237","title":"UK recurring portfolio appraisals: development of a conceptual model","year":2017,"lang":"en","type":"article","venue":"24th Annual European Real Estate Society Conference","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Valuation (finance); Unobservable; Anchoring; Portfolio; Normative; Context (archaeology); Actuarial science; Market value; Economics; Financial economics; Marketing; Business; Econometrics; Accounting; Psychology; Political science; Social psychology; Geography","authors":[{"name":"Jessica Lamond","is_ca":false},{"name":"Ytzen van der Werf","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1102169768596697,"gpt":0.3346925178847967,"spread":0.224475541025127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002044138,0.0002154572,0.0002833169,0.00005533441,0.0008045745,0.0003552014,0.0006800701,0.00005632597,0.00008413168],"category_scores_gemma":[0.0008583632,0.0002052483,0.0001469642,0.0001160699,0.0005009116,0.0007091562,0.0006106842,0.0002585087,0.0001259154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002637738,"about_ca_system_score_gemma":0.0004360056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007220117,"about_ca_topic_score_gemma":0.00006194043,"domain_scores_codex":[0.9978588,0.0000282141,0.0006514031,0.0004116025,0.0006000009,0.0004499921],"domain_scores_gemma":[0.9974361,0.00003227108,0.0009775552,0.0004921001,0.001013633,0.00004831175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000139018,0.0002773756,0.02806116,0.0005307552,0.0001592603,0.00008972041,0.02858541,0.001384121,0.001894387,0.03666674,0.01838278,0.8838293],"study_design_scores_gemma":[0.004669038,0.0001395388,0.340052,0.001113076,0.0001808725,0.00001021256,0.04017366,0.3895063,0.0008911855,0.001941375,0.218585,0.002737727],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6384484,0.000005365452,0.003825994,0.00009332557,0.0001300597,0.0001645844,0.00001170326,0.00008272615,0.3572379],"genre_scores_gemma":[0.9944631,0.0001299258,0.003357214,0.0001259546,0.0002278238,0.000008198444,0.00003893855,0.00003458741,0.001614244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8810915,"threshold_uncertainty_score":0.8369784,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3122912610","doi":"10.15396/eres2017_517","title":"Decomposing the Value Effects of Sustainable Investment: International Evidence","year":2017,"lang":"en","type":"preprint","venue":"24th Annual European Real Estate Society Conference","topic":"Sustainable Building Design and Assessment","field":"Engineering","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 Guelph","funders":"","keywords":"Benchmarking; Certification; Valuation (finance); Business; Sustainability; Real estate; Cash flow; Transparency (behavior); International Financial Reporting Standards; Accounting; Corporate sustainability; Finance; Environmental economics; Natural resource economics; Economics","authors":[{"name":"Eva Steiner","is_ca":false},{"name":"Erkan Yönder","is_ca":true},{"name":"Avis Devine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01914206217124122,"gpt":0.2745817196214455,"spread":0.2554396574502042,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001051985,0.0004869991,0.0004407183,0.00006253986,0.0003244922,0.000538574,0.001874857,0.0001387024,0.00001118058],"category_scores_gemma":[0.0002648264,0.0004111573,0.0003306788,0.00008912352,0.000353086,0.0003868209,0.001465954,0.0009286255,0.00001180905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003686274,"about_ca_system_score_gemma":0.0005144126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005512418,"about_ca_topic_score_gemma":0.000002432767,"domain_scores_codex":[0.9975167,0.0003169291,0.0005028368,0.0005139309,0.0005184189,0.000631211],"domain_scores_gemma":[0.9975018,0.0003857338,0.0003829339,0.0009594897,0.0006057898,0.0001642496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002200968,0.0006106993,0.001813117,0.03236883,0.004842669,0.002926979,0.1600992,0.3444789,0.007694595,0.09674163,0.08087217,0.267331],"study_design_scores_gemma":[0.004571665,0.001007298,0.04182751,0.02053029,0.001619237,0.00008675701,0.06440209,0.6457232,0.01302658,0.02070252,0.1799078,0.006595014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4669055,0.003143552,0.07088788,0.00138625,0.006502338,0.004674704,0.0002594793,0.001684139,0.4445562],"genre_scores_gemma":[0.9754819,0.01997154,0.002160956,0.0001263835,0.0002544942,0.00004716943,0.00005228466,0.0001035063,0.001801816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5085764,"threshold_uncertainty_score":0.999834,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2763602987","doi":"10.15396/eres2017_338","title":"Railway vibrations: a challenge for sustainable real estate?","year":2017,"lang":"en","type":"article","venue":"24th Annual European Real Estate Society Conference","topic":"Property Rights and Legal Doctrine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Train; Vibration; Real estate; Work (physics); Architectural engineering; Engineering; Track (disk drive); Transport engineering; Estate; Function (biology); Computer science; Civil engineering; Business; Mechanical engineering; Finance; Geography","authors":[{"name":"Pieter Jong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04738103045847139,"gpt":0.3236826286575361,"spread":0.2763015981990646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001858396,0.000310465,0.0003452944,0.00003517191,0.004826213,0.001337746,0.001159561,0.0001203233,0.0001409798],"category_scores_gemma":[0.0004407561,0.0002516796,0.0002845832,0.000113878,0.001161267,0.001859012,0.0002932915,0.0003201651,0.0001110083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014243,"about_ca_system_score_gemma":0.0009071185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03296526,"about_ca_topic_score_gemma":0.004769402,"domain_scores_codex":[0.9970131,0.0003599013,0.0004114546,0.0006338634,0.0004606895,0.001120991],"domain_scores_gemma":[0.9973244,0.0001402237,0.0003645178,0.0006077109,0.001117939,0.0004451727],"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":[0.0001801643,0.0002990713,0.0001948772,0.0002025456,0.000125623,0.0001940491,0.1905466,0.00001327288,0.00009459589,0.2911497,0.02616816,0.4908314],"study_design_scores_gemma":[0.001023437,0.0003213206,0.001974538,0.00003904209,0.00003499293,0.000001451317,0.04309525,0.0007550066,0.00002204248,0.001130902,0.9511127,0.0004893295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01671628,0.00001784808,0.001111179,0.005660005,0.00022003,0.0009885567,0.0001574308,0.0002939524,0.9748347],"genre_scores_gemma":[0.8576462,0.05219461,0.001341873,0.000218174,0.0008402042,0.00006728453,0.00008935678,0.00007337063,0.08752891],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9249445,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2763117125","doi":"10.15396/eres2017_349","title":"Determinants of foreign direct investment inflow in real estate sector","year":2017,"lang":"en","type":"article","venue":"24th Annual European Real Estate Society Conference","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":0,"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; Gross domestic product; Price index; Foreign direct investment; Index (typography); Investment (military); Inflow; Economics; Exchange rate; Business; Real estate investment trust; Incentive; Product (mathematics); International economics; Monetary economics; Finance; Economic growth; Market economy; Macroeconomics; Geography","authors":[{"name":"Beiqi Tang","is_ca":false},{"name":"Rita Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05473608917135392,"gpt":0.3313260712754201,"spread":0.2765899821040662,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002373051,0.0003059999,0.0004041143,0.00002974508,0.0003118113,0.0001063493,0.001001154,0.0001054324,0.0003694816],"category_scores_gemma":[0.0003672211,0.0002890057,0.0001592119,0.0001302389,0.0008110633,0.0005432322,0.0007382972,0.0003466417,0.000148894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000166042,"about_ca_system_score_gemma":0.0001143605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009508313,"about_ca_topic_score_gemma":0.002665456,"domain_scores_codex":[0.9969418,0.0006608343,0.0006543873,0.0006147039,0.0005817335,0.0005465382],"domain_scores_gemma":[0.9979769,0.0001716418,0.0006011301,0.0009476272,0.00007472977,0.0002279606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008120268,0.0001844736,0.5180082,0.00008442452,0.00002887726,0.0001168495,0.03231999,0.0009602212,0.002829916,0.0002655284,0.001301405,0.4438189],"study_design_scores_gemma":[0.001155909,0.0003644575,0.9769512,0.0001039932,0.00003213093,0.000007014502,0.00205819,0.0128308,0.001872,0.0006488323,0.003433475,0.0005420204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5437741,9.987979e-7,0.0001290597,0.00002569152,0.00008550774,0.0002293849,0.00006941021,0.00003735399,0.4556485],"genre_scores_gemma":[0.9744622,0.00411979,0.01986852,0.0001841042,0.00004095036,0.00001567322,0.00001427585,0.00004839943,0.00124605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.458943,"threshold_uncertainty_score":0.9999562,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}