{"id":"W4225305741","doi":"10.24908/iqurcp15488","title":"Locating Studentification in Kingston, Ontario","year":2022,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; Residence; Neighbourhood (mathematics); Geography; Population; Sociology; Socioeconomics; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000437231,0.0001814587,0.0002630614,0.001140783,0.005382122,0.001823665,0.001246385,0.0003514433,0.008109123],"category_scores_gemma":[0.001782286,0.0002682339,0.0002818765,0.004536194,0.001471585,0.0006381363,0.002352127,0.0004071644,0.0007689514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03974968,"about_ca_system_score_gemma":0.05536679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9923612,"about_ca_topic_score_gemma":0.9978608,"domain_scores_codex":[0.9991322,0.00006002283,0.00003344351,0.0001016275,0.0003794721,0.0002932557],"domain_scores_gemma":[0.9976832,0.0001382374,0.0002944173,0.00008998902,0.001131178,0.0006630494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000240479,0.00008061263,0.7253432,0.0005582127,0.00004392808,0.001377187,0.1380685,0.0003950021,0.001981904,0.004752958,0.03638485,0.09077312],"study_design_scores_gemma":[0.000005858923,0.00003323956,0.860078,0.0001212763,0.00001148362,0.0001480768,0.07380212,0.0002274132,0.0002530309,0.0001530969,0.06513341,0.00003296618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933658,0.001118808,0.0005063663,0.00186454,0.00006089564,0.0001743055,0.006314027,0.00008131836,0.05622178],"genre_scores_gemma":[0.9645588,0.001118651,0.0008356763,0.0002830676,0.00001016849,0.000100798,0.001963881,0.0000378105,0.03109122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03974968,"threshold_uncertainty_score":0.2884055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691327829094367,"score_gpt":0.4272562545192912,"score_spread":0.2581234716098545,"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."}}