{"id":"W6902744391","doi":"10.7916/9w7x-j390","title":"Exploring the Eradication of Single-Family Zoning and its Ties to the Housing Crisis in Vancouver, Canada","year":2024,"lang":"en","type":"article","venue":"Columbia Academic Commons (Columbia University)","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Zoning; Government (linguistics); Work (physics); Vulnerability (computing)","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":[0.001538598,0.0001903427,0.0004600723,0.00132533,0.0226553,0.00716288,0.002259039,0.002145308,0.006740069],"category_scores_gemma":[0.00557309,0.0003507944,0.0002838818,0.002960296,0.005693989,0.001412657,0.00555103,0.00466882,0.0002172035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09277225,"about_ca_system_score_gemma":0.1970116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9972083,"about_ca_topic_score_gemma":0.9992273,"domain_scores_codex":[0.9972215,0.0002571368,0.00003830369,0.00008202324,0.0003039948,0.002097132],"domain_scores_gemma":[0.9935914,0.0007461787,0.0004622737,0.0001116155,0.001977663,0.003110782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003946048,0.0006868656,0.5282182,0.0004067414,0.0001634016,0.002401317,0.2497498,0.001686411,0.0007236719,0.05517368,0.06675097,0.09364437],"study_design_scores_gemma":[0.00002659876,0.00005083654,0.3704493,0.0003854331,0.00003618345,0.0001047243,0.572448,0.0004696878,0.000117226,0.001622919,0.05423316,0.00005593626],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271153,0.001923335,0.0001218196,0.03001492,0.0001382379,0.00007471792,0.0003838302,0.000007266597,0.04022058],"genre_scores_gemma":[0.9886613,0.001177026,0.00006692794,0.001992703,0.00001702917,0.00002585972,0.0001146201,0.000007350928,0.007937315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09277225,"threshold_uncertainty_score":0.6731129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044283178773513,"score_gpt":0.3023514887041493,"score_spread":0.197923170826798,"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."}}