{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007219283,0.0001689619,0.0002484181,0.000612647,0.002787463,0.0005201657,0.0009421969,0.00006943129,0.0002715791],"category_scores_gemma":[0.0005027901,0.0001930255,0.00005159762,0.00170926,0.0008306926,0.0006772505,0.0007227695,0.001206235,0.00005932433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002646041,"about_ca_system_score_gemma":0.001431926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1076485,"about_ca_topic_score_gemma":0.08240943,"domain_scores_codex":[0.9952047,0.000339674,0.0003941087,0.0006249069,0.002396967,0.001039649],"domain_scores_gemma":[0.9984375,0.0002383673,0.0001490869,0.0001441037,0.0008687117,0.0001622055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000750395,0.0002560905,0.3813054,0.0000372646,0.00003321598,0.00001461613,0.2939377,0.00000817092,0.0006622117,0.3031258,0.01833309,0.002211349],"study_design_scores_gemma":[0.001113174,0.0003282907,0.05698192,0.0001286952,0.00002025323,0.000003340287,0.5469484,0.0001827781,0.0002328514,0.1186958,0.2746258,0.0007386416],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863354,0.0001025778,0.00005773731,0.040791,0.000350175,0.0009894746,0.000002236354,0.0001443196,0.07122705],"genre_scores_gemma":[0.9777378,0.0001282428,0.00009209669,0.00007456818,0.0001390768,0.0005560642,0.000008782369,0.00001752983,0.02124584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3243235,"threshold_uncertainty_score":0.9985108,"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."}}