{"id":"W4411081895","doi":"10.51347/um29.0005","title":"The place of urban morphology in the North American academic programs – an overview","year":2025,"lang":"en","type":"article","venue":"Urban Morphology","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Urban morphology; Morphology (biology); Geography; Environmental planning; Architectural engineering; Civil engineering; Engineering; Urban planning; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004862958,0.0002329526,0.0004657373,0.0001976888,0.00009258875,0.00001998541,0.0009175742,0.0001351502,0.00002704866],"category_scores_gemma":[0.00005932069,0.0001516256,0.000122533,0.001373866,0.0004958042,0.00006064543,0.0000647882,0.0006296698,0.00002207573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006294604,"about_ca_system_score_gemma":0.00004017353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008705808,"about_ca_topic_score_gemma":0.0033921,"domain_scores_codex":[0.998145,0.0003919346,0.0005152158,0.0002944196,0.000160237,0.0004931193],"domain_scores_gemma":[0.9988219,0.000302782,0.0001112782,0.0006682943,0.00004026754,0.0000554803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001178266,0.0002068818,0.8769454,0.00008536158,0.0003268393,0.000109323,0.002538392,0.003114918,0.002512039,0.007450599,0.06671086,0.03988159],"study_design_scores_gemma":[0.001504301,0.0009890301,0.8080166,0.00007264481,0.0004437628,0.00009858599,0.001480517,0.03509222,0.0006270463,0.00106991,0.1497019,0.0009035121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910589,0.006143299,0.0005647447,0.0008436686,0.0002012898,0.0003658821,0.000009862726,0.0001035774,0.000708773],"genre_scores_gemma":[0.997536,0.0009615319,0.0001258477,0.0006211201,0.00007683503,0.0001099672,0.0000352399,0.00002383121,0.0005096192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08299101,"threshold_uncertainty_score":0.6183111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218926641705168,"score_gpt":0.2582247912543305,"score_spread":0.2360355248372788,"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."}}