{"id":"W4200341022","doi":"10.25071/2564-4661.22","title":"What Sparkles Does Not Always Shine","year":2021,"lang":"en","type":"article","venue":"Contemporary Kanata Interdisciplinary Approaches To Canadian Studies","topic":"Urban, Neighborhood, and Segregation Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Gentrification; Residence; Real estate; Inequality; TRIPS architecture; Government (linguistics); Property tax; Demographic economics; Economics; Sociology; Public economics; Economic growth; Finance; Revenue; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004956873,0.0006460235,0.0009741863,0.001060973,0.01454663,0.0122447,0.001758843,0.005936022,0.02060635],"category_scores_gemma":[0.01586092,0.0003993901,0.000541725,0.0009578604,0.01851037,0.01821876,0.007787213,0.008568383,0.006363791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004385152,"about_ca_system_score_gemma":0.006517091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01823832,"about_ca_topic_score_gemma":0.04955612,"domain_scores_codex":[0.9948741,0.002298821,0.0001083852,0.0007799748,0.001183529,0.0007552994],"domain_scores_gemma":[0.9904937,0.002752207,0.0005211802,0.00123898,0.001731711,0.003262214],"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":[0.00005676123,0.00004251062,0.002774973,0.0004341628,0.0000336956,0.0007250068,0.0532264,0.00006275608,0.000321083,0.09420447,0.8012882,0.04682995],"study_design_scores_gemma":[0.00000455672,0.00002758907,0.0007288687,0.0005095977,0.000006690826,0.0003013423,0.04798257,0.00002974658,0.0001105699,0.02033153,0.9299377,0.00002920315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01412737,0.02586616,0.001329845,0.8591476,0.02242301,0.00001700046,0.0001931985,0.0002528336,0.07664297],"genre_scores_gemma":[0.3194226,0.02561318,0.003578112,0.4861028,0.01693273,0.00008694484,0.0002722075,0.0009346885,0.1470567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9817617,"threshold_uncertainty_score":0.0689351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3531705996151749,"score_gpt":0.3629418926360815,"score_spread":0.009771293020906624,"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."}}