{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001220423,0.0003301847,0.0004732257,0.0003983862,0.0001193179,0.00007376567,0.0002249261,0.0002264569,0.000438504],"category_scores_gemma":[0.00003012053,0.000332645,0.0001354648,0.000687264,0.000002588609,0.00005041645,0.000009760008,0.0002631256,0.00008077356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002796117,"about_ca_system_score_gemma":0.000162566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3346185,"about_ca_topic_score_gemma":0.9972767,"domain_scores_codex":[0.9987532,0.00003324161,0.0002697948,0.0003108465,0.0001804504,0.0004524307],"domain_scores_gemma":[0.9992006,0.0000474659,0.0000232096,0.0003409547,0.00009028532,0.0002974436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005836844,0.0001165282,0.1579698,0.0002203156,0.001811736,0.00009787824,0.00331646,0.04789141,0.00004810472,0.0006557556,0.777652,0.01016167],"study_design_scores_gemma":[0.003205619,0.001777979,0.6716579,0.001147798,0.006766014,0.000002606872,0.01664601,0.1627737,0.001545856,0.001191901,0.1231726,0.01011202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964869,0.0002339562,0.001130304,0.000035218,0.001170897,0.001059609,0.00004107831,0.0003677951,0.0994742],"genre_scores_gemma":[0.9357476,0.000005359698,0.00009306276,0.0001064766,0.0001967107,0.00009944363,0.0003176669,0.00004205208,0.06339162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6626582,"threshold_uncertainty_score":0.9999126,"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."}}