{"id":"W7134048877","doi":"10.63044/eq25se104","title":"Preliminary Field Study Findings on Comfort in Ottawa's Social Housing","year":2025,"lang":"","type":"article","venue":"","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Public housing; Field (mathematics); Field research; Low income housing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001271218,0.0003147409,0.0005320352,0.0003446256,0.001842148,0.0001910691,0.0004376552,0.0002443847,0.0004027529],"category_scores_gemma":[0.0001984155,0.0003114724,0.0001519156,0.001241382,0.000228679,0.0002452029,0.0003216356,0.0004745654,0.00004702331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00033015,"about_ca_system_score_gemma":0.0002116421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003137893,"about_ca_topic_score_gemma":0.01284059,"domain_scores_codex":[0.9972389,0.0003116622,0.0005731359,0.0005736586,0.0005791011,0.0007235113],"domain_scores_gemma":[0.99878,0.0008498643,0.00009668381,0.0001685863,0.00004845559,0.00005645637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003551912,0.001769549,0.7865052,0.00003145539,0.0001676179,0.00003149524,0.05565589,0.000006341972,0.000007330276,0.01291395,0.1361851,0.006370912],"study_design_scores_gemma":[0.003078066,0.002442683,0.6534764,0.0003095583,0.0002540242,1.116318e-7,0.3032372,0.0001204899,0.0001536529,0.0011454,0.03501008,0.0007723549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6667936,0.0001661662,0.00001086989,0.008965338,0.0008517288,0.0007969463,0.000001816182,0.00005533052,0.3223581],"genre_scores_gemma":[0.9626114,0.00007050945,0.00001503882,0.001747186,0.0002112305,0.00004225425,0.00000105182,0.000009616052,0.03529167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2958178,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803104538579727,"score_gpt":0.3554617181072271,"score_spread":0.3274306727214298,"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."}}