{"id":"W4243260932","doi":"10.32920/ryerson.14647470","title":"Conspicuous consumption as architectural proxy","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Conspicuous consumption; Normative; China; Consumption (sociology); Superlative; Proxy (statistics); Identity (music); Economy; Order (exchange); Emerging markets; Business; Sociology; Political science; Geography; Economics; Aesthetics; Social science; Art; Computer science; Law","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":[0.001157242,0.0003160076,0.0002603415,0.002003546,0.001136789,0.003910204,0.0004845416,0.0005539525,0.009122491],"category_scores_gemma":[0.004073988,0.0002002841,0.0001930034,0.002550381,0.00553125,0.003944507,0.00378368,0.0007772841,0.000524147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001766587,"about_ca_system_score_gemma":0.0007868123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002686538,"about_ca_topic_score_gemma":0.004753837,"domain_scores_codex":[0.9987147,0.0004718839,0.00007718011,0.000168511,0.0003870963,0.0001806794],"domain_scores_gemma":[0.9970568,0.0006632604,0.000623924,0.0008405742,0.0005393544,0.0002760141],"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":[0.0001932658,0.0001317557,0.09904677,0.0002075336,0.00004260704,0.0006489358,0.03062097,0.001477554,0.003325802,0.7892896,0.002175043,0.07284015],"study_design_scores_gemma":[0.00004634037,0.0003554024,0.2968933,0.0005203284,0.0001340194,0.001672568,0.1000623,0.0131949,0.006014772,0.3515634,0.229373,0.000169503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7305614,0.0003639979,0.008476086,0.000566726,0.00003210648,0.00004236576,0.000125763,0.0001046924,0.2597268],"genre_scores_gemma":[0.9939809,0.00006368518,0.001149857,0.00002497789,0.000005182882,0.000008920353,0.00005442043,0.00001777218,0.004694127],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009122491,"threshold_uncertainty_score":0.03051776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06988950042400144,"score_gpt":0.3382089316432159,"score_spread":0.2683194312192144,"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."}}