{"id":"W4255570222","doi":"10.32920/ryerson.14649564.v1","title":"Dwelling with density","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reinterpretation; Urban sprawl; Status quo; Downtown; Geography; Population; Idyll; Economic growth; Urban planning; Sociology; Environmental planning; Political science; Civil engineering; Engineering; Demography; Aesthetics; Economics; Archaeology; Law","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":[0.0005932392,0.0003072963,0.0002340155,0.0004289404,0.001883522,0.003032406,0.0006057612,0.000421789,0.01961714],"category_scores_gemma":[0.001646166,0.0001896952,0.0003670139,0.0008664502,0.002940246,0.001480438,0.002645426,0.000563606,0.001838073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002658311,"about_ca_system_score_gemma":0.002076338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07033651,"about_ca_topic_score_gemma":0.1672627,"domain_scores_codex":[0.9992653,0.0001512907,0.00002849138,0.0001477725,0.0002764385,0.0001306844],"domain_scores_gemma":[0.9994437,0.0001166257,0.00005327946,0.0001344475,0.0001665249,0.00008534519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001585006,0.0001043043,0.1028967,0.0007736184,0.00008851778,0.0008210341,0.04483372,0.003989297,0.008975667,0.4592125,0.04484456,0.3333015],"study_design_scores_gemma":[0.00002522372,0.0003388849,0.1134269,0.0004035046,0.0001235185,0.002074437,0.03249447,0.002210382,0.002823913,0.06853518,0.7774337,0.000109956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2695566,0.002238412,0.08026717,0.007701974,0.0005962836,0.0003204113,0.001161156,0.0004882094,0.6376697],"genre_scores_gemma":[0.9181517,0.001349964,0.01525409,0.0005364481,0.00005768508,0.0001295031,0.0002313524,0.00007171783,0.06421763],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07033651,"threshold_uncertainty_score":0.1398543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714324712359457,"score_gpt":0.2026714815944853,"score_spread":0.1855282344708907,"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."}}