{"id":"W7126790659","doi":"","title":"HOTVal Toolkit","year":2020,"lang":"en","type":"article","venue":"eCommons (Cornell University)","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Valuation (finance); Real estate; Center (category theory); Real property; Service (business); Residential real estate","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001262591,0.0001353259,0.0002920501,0.0001404266,0.0001184457,0.00005590299,0.0003793332,0.00009038977,0.001487727],"category_scores_gemma":[0.00004190362,0.0002000116,0.0001455957,0.0003396863,0.00005217246,0.000299469,0.0001406436,0.0001675071,0.004057556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026373,"about_ca_system_score_gemma":0.00001764565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007323929,"about_ca_topic_score_gemma":0.00004248546,"domain_scores_codex":[0.9990688,0.00001375517,0.0002283373,0.0004087011,0.000009536306,0.000270861],"domain_scores_gemma":[0.999351,0.00003645134,0.0001401506,0.0002586698,0.0000111461,0.0002025953],"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":[0.0001796502,0.0001567353,0.3395025,0.00004755448,0.0001470259,0.0001692842,0.001002687,0.004856694,0.00001737003,0.6304269,0.02138265,0.002110961],"study_design_scores_gemma":[0.001577216,0.0001592828,0.01871305,0.000007921189,0.00002234619,0.000005255715,0.0003360432,0.04096517,0.0000480403,0.02104794,0.9162672,0.0008505837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3891643,0.00004376992,0.004206381,0.0008812883,0.0002639215,0.00008270203,0.00005834112,0.0001234731,0.6051759],"genre_scores_gemma":[0.9969207,0.0001231963,0.0002923746,0.0004991234,0.0001358312,2.293496e-7,0.00001146904,0.00002263648,0.00199442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8948845,"threshold_uncertainty_score":0.9994251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06173250454315702,"score_gpt":0.1654986837993518,"score_spread":0.1037661792561948,"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."}}