{"id":"W4407227603","doi":"10.1080/09613218.2025.2457940","title":"The POE paradigm in architecture: practices and perspectives of Canadian practitioners","year":2025,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Toronto Metropolitan University","keywords":"Paradigm shift; Architecture; Computer science; History; Epistemology; Philosophy; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03057123,0.0007399945,0.0007970375,0.00425975,0.03345177,0.01230927,0.002994175,0.005420379,0.003666777],"category_scores_gemma":[0.03115118,0.0008117062,0.0005235264,0.009188535,0.03143225,0.005168315,0.00784231,0.007166659,0.0004277754],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1289725,"about_ca_system_score_gemma":0.1964235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9514441,"about_ca_topic_score_gemma":0.9654223,"domain_scores_codex":[0.9740617,0.01197424,0.0009566291,0.001939656,0.006741159,0.004326641],"domain_scores_gemma":[0.9670143,0.01235124,0.001134987,0.001336431,0.0126766,0.005486437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004366716,0.00006142056,0.004982135,0.0003587856,0.000007244427,0.0007761685,0.9073686,0.0003499485,0.001275071,0.04243054,0.006116626,0.03622974],"study_design_scores_gemma":[0.00001073396,0.00005220831,0.004097629,0.000663508,0.00001226957,0.0004379147,0.8097434,0.0005904211,0.0003780542,0.004691385,0.1792216,0.000100804],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6856762,0.01823959,0.01703523,0.1228408,0.0006730731,0.0004066611,0.0002161667,0.000193924,0.1547184],"genre_scores_gemma":[0.9654808,0.006499994,0.008018204,0.004609872,0.00003050599,0.00008632783,0.00004689589,0.00008528075,0.01514217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8710275,"threshold_uncertainty_score":0.9357653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04619465180783146,"score_gpt":0.3592348226834691,"score_spread":0.3130401708756377,"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."}}