{"id":"W599476222","doi":"","title":"Re-Visioning Sustainable Urban Housing in2020, the year of perfect vision","year":2009,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Environmental planning; Geography","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005322039,0.0001528359,0.0002961249,0.0001980921,0.0009034083,0.00003612273,0.0004665233,0.0002692883,0.0002280127],"category_scores_gemma":[0.00004985141,0.0001350935,0.0001487918,0.0003203294,0.0001927058,0.0002585088,0.00006061431,0.0002336914,0.0000172117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352152,"about_ca_system_score_gemma":0.0002463454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06629238,"about_ca_topic_score_gemma":0.1127352,"domain_scores_codex":[0.9986658,0.0001693485,0.0001203261,0.0002387872,0.0004896741,0.0003160808],"domain_scores_gemma":[0.9991263,0.00007422999,0.0002771765,0.0001894542,0.0002657563,0.00006714398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001715168,0.00007302353,0.0007459135,0.0002549363,0.00007630281,0.00003231087,0.9668409,0.00001379195,0.0003448344,0.004588937,0.01876823,0.008089353],"study_design_scores_gemma":[0.0002278855,0.0001039323,0.009300528,0.0003182713,0.00006524698,6.555186e-8,0.9780977,0.000008208734,0.0002238288,0.0002669498,0.01120143,0.0001859201],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704033,0.0005326942,0.000001540059,0.003293757,0.0002113049,0.0002938551,0.000002749957,0.00004693795,0.02521387],"genre_scores_gemma":[0.5236505,0.0009492222,0.0001991253,0.000008848676,0.00004930499,8.63261e-8,0.00004142172,0.00001057833,0.475091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4498771,"threshold_uncertainty_score":0.9399253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080179378158696,"score_gpt":0.2337699103084847,"score_spread":0.2229681165268978,"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."}}