{"id":"W2903202352","doi":"10.1080/13563475.2018.1552565","title":"The urban dormitory: planning, studentification, and the construction of an off-campus student housing market","year":2018,"lang":"en","type":"article","venue":"International Planning Studies","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Urban planning; Realm; Structuring; Neighbourhood (mathematics); Unit (ring theory); Investment (military); Business; Economic growth; Environmental planning; Political science; Civil engineering; Engineering; Geography; Finance; Economics; Politics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001758881,0.0001153516,0.0001771068,0.00006123139,0.002108885,0.0001887886,0.0003959974,0.00003418685,0.000008622161],"category_scores_gemma":[0.0005237185,0.00007033574,0.00003934082,0.0001101455,0.003098215,0.0002324051,0.0001706107,0.00009534127,0.000002782256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007352718,"about_ca_system_score_gemma":0.00003442315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001009318,"about_ca_topic_score_gemma":0.000270869,"domain_scores_codex":[0.9984924,0.0002327849,0.0002863231,0.0001998731,0.0006050828,0.0001836016],"domain_scores_gemma":[0.9981821,0.000884571,0.0002939767,0.0001312199,0.0004795291,0.00002866289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003749868,0.00005484618,0.729196,0.000007144769,0.00133878,0.000003862488,0.16347,0.00001349682,0.00002498286,0.03869427,0.06276587,0.004055794],"study_design_scores_gemma":[0.001437599,0.0001039592,0.3957814,0.0001741415,0.000144285,0.000004777023,0.3498462,0.0001726025,0.0000648288,0.004124268,0.2479082,0.0002377489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654683,0.00837369,0.00003355675,0.003762429,0.002809533,0.0002702026,0.000007691086,0.00005470769,0.01921988],"genre_scores_gemma":[0.9955519,0.0007043644,0.0001243427,0.00008405104,0.001000282,0.00002952361,0.000002511001,0.000006443277,0.002496604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3334146,"threshold_uncertainty_score":0.9996148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03268892175164057,"score_gpt":0.3989862027285144,"score_spread":0.3662972809768738,"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."}}