{"id":"W4381167460","doi":"10.1080/02673037.2023.2224252","title":"Affordability is king–with private bedroom: exploring the mismatch of students’ housing preferences in constrained housing markets","year":2023,"lang":"en","type":"article","venue":"Housing Studies","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Renting; Bedroom; Entertainment; University campus; Business; Low income; Marketing; Economics; Demographic economics; Political science; Geography; Engineering; Architectural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002579637,0.0002916623,0.0006020219,0.000207161,0.00148623,0.0001414228,0.0004535383,0.00005860649,0.000009439133],"category_scores_gemma":[0.0004721981,0.0002013125,0.00009309099,0.001422552,0.001442854,0.000403344,0.0004204614,0.0002154284,0.000006080767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001933,"about_ca_system_score_gemma":0.0001130021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007863604,"about_ca_topic_score_gemma":0.007772808,"domain_scores_codex":[0.9969806,0.000354136,0.0005008004,0.0004544059,0.0009765971,0.0007334546],"domain_scores_gemma":[0.9981424,0.001066315,0.0002729179,0.0002794776,0.0001868096,0.00005210777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007549516,0.00007102462,0.9111429,0.0001170392,0.0002787146,0.00001585824,0.08431419,0.00006108466,0.00008271794,0.000214038,0.0004681217,0.003158796],"study_design_scores_gemma":[0.001085633,0.0001143123,0.6747587,0.001314428,0.0001818559,6.903136e-7,0.3170186,0.00004456574,0.0008868265,0.001959519,0.0020459,0.0005889587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944708,0.000862804,0.00001282285,0.001845229,0.000397991,0.0005792229,0.000006503662,0.0002450107,0.001579599],"genre_scores_gemma":[0.9969918,0.002232782,0.0003252467,0.00006840516,0.0001159547,0.00008034692,0.000001243065,0.0000247071,0.0001595082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2363842,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1356655962732472,"score_gpt":0.3750310027404437,"score_spread":0.2393654064671965,"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."}}