{"id":"W4387983591","doi":"10.1515/9782766300839-010","title":"City Transforming","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.000246808,0.000517884,0.0002534568,0.0009564803,0.002838095,0.006482321,0.0006320683,0.0009644516,0.08704214],"category_scores_gemma":[0.0005363991,0.0002561813,0.0003933387,0.001318796,0.002619782,0.00313507,0.003374298,0.002376364,0.02575299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002993287,"about_ca_system_score_gemma":0.002475875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01270164,"about_ca_topic_score_gemma":0.02796682,"domain_scores_codex":[0.999708,0.00006597087,0.000007083634,0.00006148745,0.00009557216,0.00006185882],"domain_scores_gemma":[0.999874,0.00001588033,0.000005951154,0.00004285726,0.0000384446,0.00002282619],"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":[0.000004764494,0.000006764456,0.00004909619,0.00001486502,0.000001260634,0.00002488843,0.0007966128,0.0001443586,0.00008978237,0.9262885,0.05022566,0.02235342],"study_design_scores_gemma":[0.000001432518,0.000002442545,0.00007187668,0.00001602662,0.000001658188,0.00003087106,0.0005527968,0.0001105433,0.000111666,0.04666906,0.9524294,0.000002156252],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0007597427,0.0001966253,0.002559346,0.000682041,0.0001753226,0.00001118893,0.00007423858,0.00008413441,0.9954574],"genre_scores_gemma":[0.03918543,0.0009382296,0.002253331,0.0004824675,0.00008649044,0.00004211912,0.0002413333,0.0002771313,0.9564933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08704214,"threshold_uncertainty_score":0.291185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783624615128141,"score_gpt":0.186120237986461,"score_spread":0.1582839918351795,"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."}}