{"id":"W7162123234","doi":"10.82308/40308","title":"Street network connectivity leads to denser urban form: A Canadian study","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban environment; Limiting; Urban expansion; Transportation infrastructure","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":[0.0009770669,0.0004107986,0.0004722497,0.002045331,0.006139363,0.002483964,0.001326073,0.0005783107,0.00529884],"category_scores_gemma":[0.00351539,0.0004224195,0.0007831122,0.008630035,0.001789977,0.0010807,0.001652505,0.001017057,0.0004197001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03208184,"about_ca_system_score_gemma":0.03572705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9959484,"about_ca_topic_score_gemma":0.9984486,"domain_scores_codex":[0.9991197,0.0001268503,0.0000281379,0.0001610485,0.000208982,0.0003553226],"domain_scores_gemma":[0.9973238,0.0003027091,0.0004197693,0.0001884691,0.001192692,0.0005725408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001272756,0.0001564399,0.9427001,0.0001029408,0.00009018299,0.00041431,0.02986951,0.0003905274,0.0003064685,0.004131343,0.004701374,0.01700948],"study_design_scores_gemma":[0.00001277474,0.00003539748,0.963015,0.00008870025,0.00005253246,0.0001059885,0.02756592,0.0008093069,0.00007219468,0.0002796007,0.007928429,0.00003399866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886262,0.0004313457,0.0002296948,0.0005683166,0.00001104959,0.00005607486,0.002019323,0.000008591261,0.008049362],"genre_scores_gemma":[0.9950467,0.0006277646,0.0003904565,0.0001290411,0.000005388546,0.00003030981,0.0008902161,0.00001230607,0.002867847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03208184,"threshold_uncertainty_score":0.2327712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009299301733526454,"score_gpt":0.2149462966406881,"score_spread":0.2056469949071617,"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."}}