{"id":"W7119572755","doi":"10.4337/9781035313761.00034","title":"Contested data: the case of the gentrifying neighbourhood of Parc-Extension, Montréal","year":2025,"lang":"","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Neighbourhood (mathematics); Gentrification; Metropolitan area; Placemaking; Urban planning","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":[0.006986132,0.0003942713,0.0005893526,0.001299469,0.01923536,0.01527991,0.004491688,0.003973078,0.02044608],"category_scores_gemma":[0.02441328,0.0006971678,0.0004151612,0.004965752,0.01363841,0.004634993,0.005081529,0.002758221,0.000734861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05027916,"about_ca_system_score_gemma":0.07271962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9721063,"about_ca_topic_score_gemma":0.9891256,"domain_scores_codex":[0.9955474,0.001545636,0.00007934334,0.0004994308,0.0008732492,0.001454872],"domain_scores_gemma":[0.9893602,0.006555565,0.0003462016,0.0007280575,0.001720661,0.001289346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001313821,0.00005594093,0.01351961,0.0001839109,0.00006912587,0.004865387,0.05521902,0.003785994,0.0005287663,0.7331074,0.1327274,0.0558061],"study_design_scores_gemma":[0.00008654684,0.00005782785,0.03183334,0.0004988723,0.00009752825,0.0005379166,0.08464187,0.005770486,0.0004653432,0.1054546,0.7703241,0.0002314902],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2409122,0.008812055,0.01143013,0.1436687,0.0004161819,0.0003955821,0.002640414,0.000282723,0.591442],"genre_scores_gemma":[0.8607984,0.001621788,0.004583696,0.004274301,0.0001151372,0.0001461903,0.0004056395,0.0001652355,0.1278897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05027916,"threshold_uncertainty_score":0.3648025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938070399814475,"score_gpt":0.2707477391063001,"score_spread":0.2213670351081554,"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."}}