{"id":"W4402011037","doi":"10.1080/13574809.2024.2392100","title":"Queer households and possibilities for shared housing: a policy case study analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Urban Design","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; Toronto Metropolitan University","funders":"","keywords":"Queer; Affordable housing; Environmental planning; Political science; Architectural engineering; Civil engineering; Business; Engineering; Sociology; Environmental science; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.00153416,0.00008131706,0.0002173439,0.0004543795,0.0003055091,0.000559102,0.0001014233,0.00005411371,0.00004303629],"category_scores_gemma":[0.0004092233,0.0000681764,0.0001244408,0.0009777956,0.00006718875,0.000365937,0.00001163925,0.0001018294,7.482272e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163423,"about_ca_system_score_gemma":0.0004421344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001329569,"about_ca_topic_score_gemma":0.0005348367,"domain_scores_codex":[0.9989059,0.0002326109,0.0003003773,0.0001228954,0.000273313,0.0001648809],"domain_scores_gemma":[0.9990823,0.0003955903,0.0001201118,0.00006983453,0.0001997879,0.0001323338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001869839,0.0003958962,0.1717836,0.00007704755,0.003018832,0.004490768,0.6773756,0.0009517374,0.0001202479,0.00574053,0.1327862,0.003072547],"study_design_scores_gemma":[0.004715527,0.004362146,0.02501372,0.0003933902,0.01010494,0.001598096,0.8265656,0.01566656,0.0001337632,0.00723507,0.102629,0.001582176],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302922,0.002014037,0.06510936,0.001383513,0.0002445333,0.0004492506,0.00001738896,0.00008111666,0.0004085797],"genre_scores_gemma":[0.9951374,0.00001948907,0.001456315,0.00009867803,0.0005172467,0.000003119523,4.070238e-7,0.00001233663,0.002755042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1491901,"threshold_uncertainty_score":0.5391433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08733740760411854,"score_gpt":0.3612965434044139,"score_spread":0.2739591358002953,"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."}}