{"id":"W3157282482","doi":"10.22215/cpopp.v7i.3181","title":"The City of Ottawa’s Smart Growth Challenge","year":2021,"lang":"en","type":"article","venue":"Carleton Perspectives on Public Policy","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smart growth; Urban sprawl; Plan (archaeology); Smart city; Politics; Urban planning; Political science; Public administration; Environmental planning; Business; Economic growth; Public relations; Geography; Engineering; Economics","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":[0.004100615,0.0005124894,0.0004938061,0.0009076469,0.03702139,0.01662962,0.002395206,0.005844503,0.009266604],"category_scores_gemma":[0.006070895,0.0006040463,0.0006478837,0.002212275,0.01743823,0.005190299,0.008026902,0.006104629,0.0009208004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1110128,"about_ca_system_score_gemma":0.1671725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9666252,"about_ca_topic_score_gemma":0.9883968,"domain_scores_codex":[0.9944695,0.001448954,0.0001379968,0.0003981183,0.0008305826,0.002714791],"domain_scores_gemma":[0.9917244,0.002005716,0.0003869518,0.0005452045,0.001795329,0.003542447],"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":[0.0001452148,0.00008952826,0.01784685,0.0004069257,0.00006621608,0.002727963,0.08476021,0.002365411,0.00071544,0.4825397,0.372849,0.03548761],"study_design_scores_gemma":[0.00002328519,0.00002792834,0.01605604,0.0003255219,0.00004623192,0.0002768933,0.182684,0.0006236645,0.0002857343,0.02077594,0.778737,0.0001376455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1754958,0.006120078,0.001381311,0.6102193,0.00113977,0.0001546315,0.00186269,0.0001663015,0.2034601],"genre_scores_gemma":[0.8697695,0.004420555,0.002694633,0.03429521,0.0002181397,0.0002273728,0.0005789069,0.0001030091,0.08769272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1110128,"threshold_uncertainty_score":0.8054577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03660291795745052,"score_gpt":0.3296676813871959,"score_spread":0.2930647634297454,"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."}}