{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00260206,0.0003912713,0.0003110678,0.001776753,0.008950949,0.002976045,0.001124047,0.0005341226,0.005711271],"category_scores_gemma":[0.006749924,0.0003566484,0.0004258267,0.002161397,0.00325375,0.001090532,0.002470412,0.001314854,0.0003097854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01374921,"about_ca_system_score_gemma":0.01000704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7670677,"about_ca_topic_score_gemma":0.9344212,"domain_scores_codex":[0.9983268,0.0005738709,0.00007659474,0.0001714209,0.0003143021,0.0005369197],"domain_scores_gemma":[0.9928921,0.002309242,0.0007460985,0.000341228,0.002539761,0.001171473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007280413,0.0009293283,0.5294677,0.0001525238,0.00003954366,0.0005112819,0.4483013,0.0001253773,0.002070668,0.002021215,0.0019332,0.01371983],"study_design_scores_gemma":[0.000008521406,0.0002816799,0.444741,0.00006063221,0.0000236977,0.00004258213,0.5516022,0.00004988002,0.0004159236,0.0001380759,0.002616767,0.00001898148],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937395,0.00005593991,0.00004266567,0.0001185068,0.000008331936,0.00005465751,0.000100905,0.00000131385,0.005878226],"genre_scores_gemma":[0.9965137,0.0000739182,0.0001151842,0.00007170276,0.00000418316,0.00005723226,0.00006252815,0.00000164744,0.003100028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7670677,"threshold_uncertainty_score":0.4686082,"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."}}