{"id":"W7147168946","doi":"10.66033/japr2022-302","title":"Pricing the Daylight Comfort Frontier in Urban Housing: A Nonlinear Hedonic Reanalysis Framework for Turin Apartments","year":2023,"lang":"","type":"article","venue":"Journal of architectural and planning research","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Daylight; Valuation (finance); Capitalization; Willingness to pay; Hedonic regression; Proxy (statistics); Sample (material); Ordinary least squares","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002007558,0.0004869182,0.000583256,0.0006286668,0.0002880904,0.002615539,0.001735119,0.0006051178,0.003288233],"category_scores_gemma":[0.00447557,0.0003504799,0.001205001,0.0005844813,0.0007240439,0.001452284,0.001094905,0.001264817,0.0002219789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250393,"about_ca_system_score_gemma":0.0008092803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0172858,"about_ca_topic_score_gemma":0.01037249,"domain_scores_codex":[0.9994241,0.0003014038,0.00002590394,0.0001233078,0.00006685644,0.00005857608],"domain_scores_gemma":[0.9989028,0.0006547072,0.000115286,0.0001263345,0.0001533785,0.00004753159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001349821,0.0001294594,0.0179781,0.00009956072,0.0001899158,0.0002945109,0.0004985897,0.7943627,0.001296897,0.1470338,0.001114413,0.03686715],"study_design_scores_gemma":[0.000002671447,0.00002049427,0.002425784,0.000006789101,0.00001558902,0.00001251674,0.00005171517,0.9826357,0.00008994385,0.01422618,0.0005004299,0.00001208301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3578869,0.0009207228,0.630969,0.00115648,0.00008261271,0.0001103198,0.0007133624,0.000193563,0.007967052],"genre_scores_gemma":[0.9672467,0.0003576209,0.02761176,0.00006238369,0.00004561495,0.0000749438,0.0003761664,0.00004799436,0.004176856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0172858,"threshold_uncertainty_score":0.03437036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05401605427885391,"score_gpt":0.3447688111271786,"score_spread":0.2907527568483247,"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."}}