{"id":"W3202299309","doi":"10.53383/100319","title":"International Real Estate Review","year":2021,"lang":"en","type":"article","venue":"International Real Estate Review","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Real estate; Valuation (finance); Residential real estate; Econometrics; Quarter (Canadian coin); Market value; Computer science; Generalization; Actuarial science; Economics; Finance; Geography; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001071587,0.0002636381,0.000751043,0.0001271629,0.00006654397,0.000134141,0.0006180965,0.0000723456,0.00482615],"category_scores_gemma":[0.0005615421,0.0003054274,0.0003650592,0.000233645,0.00005451081,0.0004463806,0.0002139597,0.0002321906,0.002248544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000374854,"about_ca_system_score_gemma":0.0001145894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006349861,"about_ca_topic_score_gemma":0.0001219664,"domain_scores_codex":[0.9974872,0.00004910649,0.001371952,0.0006342813,0.0001282543,0.0003292261],"domain_scores_gemma":[0.9983662,0.0001094144,0.0006661371,0.0004604925,0.0002424487,0.000155269],"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":[0.000008080609,0.00007288642,0.001459045,0.001381536,0.0001364254,0.00008369145,0.00004279705,0.00000872663,0.000003600226,0.001333334,0.008726971,0.9867429],"study_design_scores_gemma":[0.000257315,0.00001379911,0.0009340692,0.002697561,0.0000276557,0.00008442321,0.000008693132,0.0004951877,0.000006959773,0.0001845495,0.9949754,0.0003143212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001000247,0.002517298,0.0001229687,0.008266762,0.002112551,0.0002509686,0.0002835088,0.00006727144,0.9853784],"genre_scores_gemma":[0.0008958285,0.9951118,0.001011681,0.001231022,0.000321569,0.00005452821,0.0006191271,0.00004678099,0.0007076701],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9925945,"threshold_uncertainty_score":0.9999398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105421827084135,"score_gpt":0.2887458825836571,"score_spread":0.2476916643128157,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}