{"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":"4e3765855bbb","filters":{"venue":"26th Annual European Real Estate Society Conference"}},"results":[{"id":"W3006673296","doi":"10.15396/eres2019_158","title":"A negotiator's tool: An Affordable Housing Calculator for voluntary agreements","year":2019,"lang":"en","type":"article","venue":"26th Annual European Real Estate Society Conference","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","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 Toronto","funders":"","keywords":"Affordable housing; Business; Negotiation; Legislation; Government (linguistics); Context (archaeology); Subsidy; Local government; Incentive; Economic growth; Finance; Economics; Public administration; Political science","authors":[{"name":"Georgia Warren‐Myers","is_ca":false},{"name":"Katrina Raynor","is_ca":true},{"name":"Matthew Palm","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02860253983914348,"gpt":0.233277981979947,"spread":0.2046754421408035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008733773,0.0003732319,0.0005689337,0.00007020515,0.0002478629,0.000224499,0.0005076173,0.0001164999,0.0002263681],"category_scores_gemma":[0.00001424121,0.0004296342,0.0003430715,0.000219419,0.0001216291,0.0009243716,0.0001546276,0.0002540306,0.000768195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001231202,"about_ca_system_score_gemma":0.0001024629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001790755,"about_ca_topic_score_gemma":0.0001001628,"domain_scores_codex":[0.9973745,0.00006053582,0.0007484528,0.0008898359,0.0001028338,0.0008238631],"domain_scores_gemma":[0.9984853,0.00004546047,0.0004560007,0.000619001,0.0001656903,0.0002285512],"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":[0.0008961638,0.002287496,0.2404878,0.001722805,0.001174272,0.0001726857,0.1469029,0.003274257,0.001836902,0.3188232,0.04515106,0.2372704],"study_design_scores_gemma":[0.004640124,0.0009481205,0.07071985,0.0001336465,0.00004542007,0.00001153566,0.003802763,0.0397095,0.0001192983,0.001089604,0.8768545,0.001925653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9104091,0.00006980882,0.005545982,0.00009806504,0.0006844954,0.0006218303,0.001093627,0.0001773791,0.08129974],"genre_scores_gemma":[0.9885227,0.0012812,0.004774932,0.0009023916,0.0002658464,0.00001472546,0.0002334586,0.0001248081,0.00387991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8317034,"threshold_uncertainty_score":0.9998155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2972983965","doi":"10.15396/eres2019_194","title":"Promoting cooperation between property developers and municipalities - Analysis of communication needs","year":2019,"lang":"en","type":"article","venue":"26th Annual European Real Estate Society Conference","topic":"Public Administration and Political Analysis","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":"Stakeholder; Real estate; General partnership; Contradiction; Business; Property (philosophy); Public relations; Real estate development; Quarter (Canadian coin); Knowledge management; Political science; Computer science; Finance","authors":[{"name":"Ann-Christin Sreball","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03666143637899844,"gpt":0.3099615429999608,"spread":0.2733001066209624,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001675575,0.0001276099,0.000315945,0.00009669648,0.000378063,0.0001681646,0.0003214552,0.00006302236,0.0001964979],"category_scores_gemma":[0.000183786,0.00009966898,0.0001323505,0.001044907,0.0005810818,0.0004355248,0.0001134547,0.0001597803,0.00001737482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000433355,"about_ca_system_score_gemma":0.0003348789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009100996,"about_ca_topic_score_gemma":0.001445279,"domain_scores_codex":[0.9978942,0.0009053195,0.0004082166,0.0002058109,0.0003046514,0.0002818374],"domain_scores_gemma":[0.9985772,0.0002105418,0.0001802209,0.0002525639,0.0005829982,0.0001964708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001376729,0.00007291947,0.08352093,0.00006471125,0.0009462375,7.843346e-7,0.7558973,0.00004963506,0.0001344136,0.1147498,0.0002362374,0.04431326],"study_design_scores_gemma":[0.0009572765,0.0003308324,0.2189944,0.0001409159,0.001770785,7.814237e-7,0.644942,0.02142972,0.0001145706,0.000340169,0.1099043,0.001074243],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8004227,0.000008653,0.0001882286,0.001510345,0.00001313751,0.0001784388,0.00009799144,0.00005771096,0.1975228],"genre_scores_gemma":[0.9910863,0.001293848,0.0004931282,0.0001514339,0.00002494927,0.000002824319,0.0002264092,0.000009540429,0.006711556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1908112,"threshold_uncertainty_score":0.9974975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2972659393","doi":"10.15396/eres2019_373","title":"The power of collective intelligence to connect real estate and mobility","year":2019,"lang":"en","type":"article","venue":"26th Annual European Real Estate Society Conference","topic":"Urban Planning and Valuation","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":"Global warming; Real estate; Greenhouse gas; Carbon footprint; Business; Climate change; Sustainable development; Climate change mitigation; Natural resource economics; Environmental economics; Environmental science; Finance; Economics; Political science","authors":[{"name":"Elia Duchesne","is_ca":false},{"name":"Maldini Sylla","is_ca":false},{"name":"Ahlem Hajjem","is_ca":false},{"name":"Andrée De Serres","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01752754168403263,"gpt":0.2526312766617669,"spread":0.2351037349777343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001285881,0.000185082,0.0001905503,0.00001158802,0.000226231,0.00006517437,0.000325229,0.00003797733,0.0001571676],"category_scores_gemma":[0.0001184475,0.0001396055,0.0000741886,0.0002624541,0.0004409489,0.0001752078,0.0003057488,0.0001914796,0.0002965064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001084662,"about_ca_system_score_gemma":0.00007748609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001906858,"about_ca_topic_score_gemma":0.0001631869,"domain_scores_codex":[0.9982154,0.0003189939,0.0003118058,0.000468823,0.0003422961,0.0003426412],"domain_scores_gemma":[0.9988942,0.000332965,0.0001539386,0.0003472841,0.0001003532,0.0001713245],"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":[0.0007096179,0.0003416925,0.1885851,0.00007531234,0.0001474668,0.00001828604,0.3060772,0.00895148,0.008085316,0.0008954769,0.01310931,0.4730037],"study_design_scores_gemma":[0.0004707102,0.00171709,0.9322528,0.000067937,0.00003836473,0.000009802322,0.03513248,0.01665929,0.001350491,0.0004363605,0.01119458,0.00067013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8346963,0.000003038012,0.0003881671,0.000113703,0.00007649309,0.000390532,0.00007138168,0.00003947391,0.1642209],"genre_scores_gemma":[0.995829,0.001463597,0.0004822697,0.0000809796,0.000009131702,0.00000586273,0.000009384133,0.00001758071,0.002102138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7436676,"threshold_uncertainty_score":0.5692945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}