{"id":"W7043731671","doi":"","title":"Studentification Unveiled: Navigating Socioeconomic Shifts, Housing Pressures, and Community Cohesion in Aging Communities","year":2025,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Downtown; Affordable housing; Nightlife; Neighbourhood (mathematics); Renting; Socioeconomic status; Psychological intervention; Outreach; Public housing; Accommodation","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":[0.001375932,0.0002888883,0.0003946537,0.0007342173,0.006620559,0.004246893,0.0009475834,0.0006264753,0.002249917],"category_scores_gemma":[0.002347025,0.0001902623,0.0003114731,0.0007675648,0.004566151,0.002306187,0.006427305,0.0008110796,0.0001489849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007037706,"about_ca_system_score_gemma":0.008396069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3411959,"about_ca_topic_score_gemma":0.6391159,"domain_scores_codex":[0.9991459,0.0002982511,0.00002744322,0.00008949436,0.0001406545,0.0002983459],"domain_scores_gemma":[0.9990273,0.0001418818,0.0001778653,0.00005567698,0.0001866962,0.0004106896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006653454,0.0001119506,0.2458254,0.00009951612,0.00002861541,0.0003263895,0.7122918,0.00007549806,0.0003876692,0.002379242,0.002135456,0.03627207],"study_design_scores_gemma":[0.000003239723,0.00006266317,0.1916567,0.00008539235,0.00001578976,0.00007294388,0.7955785,0.0001036956,0.0001057298,0.0007554755,0.01154398,0.00001588797],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944785,0.0003137813,0.0001268756,0.0008929136,0.00001821861,0.00001095306,0.00003452942,0.000003705588,0.004120654],"genre_scores_gemma":[0.9986314,0.0002465313,0.0001110077,0.00009992914,0.000005685383,0.000008846981,0.00002934042,0.000002268652,0.0008649025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6588041,"threshold_uncertainty_score":0.6784199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618907883179517,"score_gpt":0.2680098912375926,"score_spread":0.2518208124057974,"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."}}