{"id":"W4243137884","doi":"10.32920/ryerson.14658192","title":"Toronto’s apartment tower renewal initiative: infusing value into surplus lands for community development","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Waterloo","funders":"","keywords":"Apartment; Tower; Infill; Subdivision; Value (mathematics); Business; Environmental planning; Natural resource economics; Finance; Economic growth; Engineering; Economics; Geography; Civil engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001044152,0.0001938448,0.000100632,0.0005094949,0.002494266,0.004274355,0.0005046562,0.0009595842,0.008250611],"category_scores_gemma":[0.00258155,0.000135744,0.0001280458,0.0009527866,0.0020053,0.001074772,0.002690185,0.0006711361,0.0005068117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02274555,"about_ca_system_score_gemma":0.03023859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.553072,"about_ca_topic_score_gemma":0.8570324,"domain_scores_codex":[0.999091,0.0001455849,0.00001241146,0.00004465161,0.0003837921,0.0003226458],"domain_scores_gemma":[0.9982498,0.0002692738,0.00007369264,0.0001220154,0.0003836608,0.0009015463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000235133,0.0001140776,0.0299663,0.0005167205,0.00004121327,0.001623937,0.01240285,0.003085535,0.003498831,0.3846633,0.3291666,0.2346855],"study_design_scores_gemma":[0.00007305553,0.0001291973,0.0428208,0.0002788573,0.00004401329,0.0003144983,0.01187684,0.002675069,0.001883102,0.01503296,0.924835,0.00003657546],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3318373,0.005050587,0.006490007,0.05262433,0.0004810691,0.0002881927,0.001330038,0.0003787185,0.6015198],"genre_scores_gemma":[0.8701231,0.002201982,0.004411752,0.0009972418,0.00008436802,0.00006799577,0.0005202326,0.00008273391,0.1215106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.446928,"threshold_uncertainty_score":0.89912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02038610386181794,"score_gpt":0.2656985313615752,"score_spread":0.2453124274997572,"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."}}