{"id":"W4386176940","doi":"10.32920/24001554","title":"Temporality in Architecture: Facilitating Change in Toronto's Postwar Suburbs","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Sustainability; Demographics; Redevelopment; Climate change; Temporality; Political science; Action (physics); Economic growth; Sociology; Economy; Geography; Economics; Archaeology; Law","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":[0.002721543,0.0002620834,0.0004674442,0.0002434241,0.0002053013,0.0001634314,0.0003968739,0.0003597169,0.0003701802],"category_scores_gemma":[0.001551861,0.0002674658,0.00008881697,0.0007796072,0.0002301084,0.0002857474,0.0005001847,0.000611738,0.00001440436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996172,"about_ca_system_score_gemma":0.0009934189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7802289,"about_ca_topic_score_gemma":0.9385816,"domain_scores_codex":[0.996446,0.001361865,0.0004694071,0.0006283712,0.0004587194,0.0006356397],"domain_scores_gemma":[0.9987084,0.0005465903,0.0001450952,0.0002921943,0.0002112834,0.00009643695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000066585,0.0001683184,0.1958211,0.0004083339,0.0000313017,0.0002488703,0.7640542,0.0005059526,0.00000709594,0.02083736,0.0003039928,0.01754693],"study_design_scores_gemma":[0.0005871184,0.00007571924,0.3181888,0.0005718453,0.00000981431,1.779292e-7,0.6161896,0.0004458358,0.00001282153,0.04930664,0.01357581,0.001035733],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8211743,0.002277979,0.0003581909,0.01135231,0.001214309,0.003502706,0.0001864083,0.0005917359,0.1593421],"genre_scores_gemma":[0.996083,0.0003001977,0.0007611002,0.0002131285,0.0002434572,0.0003354052,0.00004407402,0.00002396949,0.001995732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1749087,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1229338885822892,"score_gpt":0.4213090884542227,"score_spread":0.2983751998719334,"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."}}