{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002350501,0.001679044,0.001413504,0.00206614,0.0006302648,0.004648729,0.005583625,0.001657832,0.2225369],"category_scores_gemma":[0.01132683,0.001814171,0.002500273,0.002277849,0.0004143422,0.005024958,0.004600626,0.002675157,0.1683611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008663058,"about_ca_system_score_gemma":0.001561705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398817,"about_ca_topic_score_gemma":0.005749461,"domain_scores_codex":[0.9984607,0.0002653841,0.0001505344,0.0003286488,0.0006129391,0.0001817466],"domain_scores_gemma":[0.9970408,0.001318632,0.0001393346,0.0006530087,0.0007228882,0.0001253411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005141914,0.0001193525,0.001694744,0.0007868265,0.0001336254,0.0002188561,0.0002322895,0.004454833,0.0009699915,0.01805518,0.8725776,0.1002425],"study_design_scores_gemma":[0.0003235482,0.0000674968,0.002013627,0.0003131461,0.00007324026,0.0003448065,0.0001236896,0.04096432,0.003865639,0.03780224,0.9139559,0.0001523436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003353245,0.0008746396,0.1723848,0.0007040975,0.0004203554,0.0004581584,0.1061521,0.6473119,0.06834073],"genre_scores_gemma":[0.03990668,0.001883086,0.1857227,0.002108253,0.0002319402,0.002051447,0.4167388,0.2469506,0.1044064],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2225369,"threshold_uncertainty_score":0.7444602,"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."}}