{"id":"W7140289980","doi":"10.31650/2707-4037-2025-19-90-102","title":"DESIGN FEATURES OF UNIVERSITY RESEARCH CENTERS: THE CASE OF UNIVERSITY OF MONTREAL (UDEM), CANADA","year":2025,"lang":"","type":"article","venue":"Regional problems of architecture and urban planning","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Perspective (graphical); Task (project management); Modular design; Conceptual framework; Function (biology); Research center","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":[0.001174905,0.0004277409,0.0002272775,0.002036175,0.01627729,0.01012248,0.002002695,0.001602746,0.009482443],"category_scores_gemma":[0.002292003,0.0003464071,0.0004726803,0.005077553,0.007034278,0.001623435,0.002834543,0.0009297122,0.0005603603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08410007,"about_ca_system_score_gemma":0.04914621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9675139,"about_ca_topic_score_gemma":0.9824309,"domain_scores_codex":[0.9975049,0.0006407733,0.00004933021,0.0002463561,0.0005952786,0.0009633527],"domain_scores_gemma":[0.9980983,0.0003172694,0.00009983646,0.00009440065,0.0005590129,0.0008311795],"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":[0.0003106577,0.0003053195,0.05819774,0.0006329761,0.00008571728,0.01625038,0.09328188,0.01798469,0.003971227,0.6733484,0.02996645,0.1056646],"study_design_scores_gemma":[0.00008305972,0.0001377488,0.08967324,0.0004726899,0.0001013038,0.001947785,0.1653571,0.01005877,0.001649449,0.0124079,0.7178966,0.0002144742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5614549,0.004445086,0.005359616,0.006224294,0.0001084692,0.0003608899,0.0007817798,0.0001959085,0.4210689],"genre_scores_gemma":[0.9610074,0.001150329,0.003180264,0.0001894086,0.00001257763,0.00005402795,0.0001692582,0.00004375917,0.03419306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08410007,"threshold_uncertainty_score":0.6101916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03590839300374454,"score_gpt":0.2860227851415419,"score_spread":0.2501143921377974,"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."}}