{"id":"W4405396646","doi":"10.62051/n35r8c16","title":"Unveiling the Urban Mosaic of Metro Vancouver: Shaping a New Urban Identity","year":2024,"lang":"en","type":"article","venue":"Transactions on Environment Energy and Earth Sciences","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mosaic; Identity (music); Multiculturalism; Sociology; Space (punctuation); Immigration; Place identity; Urban planning; Personality psychology; Urban space; Geography; Economic geography; Regional science; Civil engineering; Computer science; Aesthetics; Engineering; Social psychology; Psychology; Personality","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":[0.0005339836,0.0001939711,0.0001779303,0.00174671,0.005650165,0.006971315,0.0004598069,0.0003586103,0.002621041],"category_scores_gemma":[0.001177838,0.0001856542,0.0001147033,0.002550018,0.003609875,0.001304381,0.003610859,0.0005123517,0.0001755754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00323674,"about_ca_system_score_gemma":0.003519008,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3439242,"about_ca_topic_score_gemma":0.676554,"domain_scores_codex":[0.9995834,0.0001712766,0.00001069675,0.0000436184,0.0001089777,0.00008193244],"domain_scores_gemma":[0.9995518,0.00009281548,0.00004537789,0.00004409734,0.0001297986,0.0001361163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001227721,0.00004917941,0.1416865,0.0001855877,0.00003117209,0.001352563,0.6784397,0.0007962711,0.003998589,0.04090888,0.007341008,0.1250877],"study_design_scores_gemma":[0.000005387637,0.0000281456,0.08685393,0.0001322501,0.00001795011,0.0004131728,0.8087221,0.00129291,0.0005322519,0.004983285,0.09698643,0.00003220179],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9404895,0.0003181076,0.003089691,0.001302196,0.00003491252,0.00005057444,0.0001885374,0.00003623946,0.05449028],"genre_scores_gemma":[0.9937254,0.0001989939,0.002148612,0.000048632,0.000005157106,0.00001334515,0.00009118187,0.00001993354,0.003748835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6560758,"threshold_uncertainty_score":0.6838447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260023438864863,"score_gpt":0.2600925547565582,"score_spread":0.2340902108700719,"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."}}