{"id":"W7034184162","doi":"","title":"From Suburban to Urban: Increasing Density and Housing Adaptability via Small-Scale Infill Development in Medium Sized Cities.","year":2023,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"History of Computing Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Infill; Adaptability; Neighbourhood (mathematics); Population; Variety (cybernetics); Real estate; Scale (ratio); Demographics; Subdivision","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"],"consensus_categories":[],"category_scores_codex":[0.0006041113,0.0003408096,0.0006730003,0.0007359075,0.000307738,0.00005980147,0.001277236,0.0004015591,0.000007248946],"category_scores_gemma":[0.0001205532,0.0004463227,0.00008289414,0.0006009128,0.0001537799,0.0002610954,0.0008780025,0.0004031015,0.00002354315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004973718,"about_ca_system_score_gemma":0.0003949504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1024673,"about_ca_topic_score_gemma":0.3292296,"domain_scores_codex":[0.9978705,0.0001556013,0.0002770248,0.0008686479,0.0004072752,0.0004209534],"domain_scores_gemma":[0.9985155,0.0002267194,0.0002710552,0.0006553242,0.0001864647,0.0001449298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004681432,0.0001487417,0.03220981,0.0004668323,0.0001726113,0.0002783087,0.9038395,0.0001267981,0.01514291,0.00008554383,0.0012514,0.04580937],"study_design_scores_gemma":[0.00158767,0.0001710078,0.8707512,0.0013715,0.0001002032,0.000006136194,0.09645344,0.004573368,0.02060387,0.001564086,0.001101224,0.001716288],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954967,0.00008112132,0.001995049,0.0008841165,0.000545906,0.0003377487,0.000004845758,0.0006239351,0.00003050182],"genre_scores_gemma":[0.8067837,0.00001385815,0.183745,0.00002085552,0.00003511106,0.000001166808,0.00008819177,0.00003649357,0.009275579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8385414,"threshold_uncertainty_score":0.9997988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334306860854877,"score_gpt":0.1909455101075622,"score_spread":0.1776024414990134,"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."}}