{"id":"W4382319530","doi":"10.1080/13549839.2023.2218078","title":"Transformation through transdisciplinary practice: cultivating new lines of sight for urban transformation","year":2023,"lang":"en","type":"article","venue":"Local Environment","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transformative learning; Sociology; Sustainability; Transformation (genetics); Discipline; Engineering ethics; Relation (database); Epistemology; Environmental ethics; Computer science; Social science; Engineering; Pedagogy; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01821321,0.0008039124,0.0009630889,0.001921073,0.007823939,0.02338124,0.002573349,0.008346873,0.004387999],"category_scores_gemma":[0.03667669,0.0003880297,0.001117124,0.001763578,0.02722176,0.01876114,0.009347131,0.01768575,0.001021441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003914262,"about_ca_system_score_gemma":0.006820986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007906058,"about_ca_topic_score_gemma":0.00271006,"domain_scores_codex":[0.9753901,0.01652441,0.001076731,0.001700337,0.003983813,0.001324551],"domain_scores_gemma":[0.9550289,0.03525681,0.002035933,0.001670498,0.003645337,0.002362514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004327354,0.00004711503,0.0004467976,0.001119763,0.00003007232,0.0003877606,0.04849054,0.0002566374,0.0003120007,0.548467,0.331514,0.06888486],"study_design_scores_gemma":[0.0000074929,0.00004065732,0.0002152699,0.00129978,0.00001580804,0.0002559365,0.01472396,0.0002939342,0.0001757763,0.09678299,0.8861546,0.0000336362],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003927811,0.0597822,0.02170811,0.5557446,0.3098155,0.00008383948,0.0000284618,0.0001500799,0.04875935],"genre_scores_gemma":[0.2406402,0.11312,0.02441069,0.1356913,0.4527151,0.0004763652,0.0001145647,0.0006889377,0.03214293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02338124,"threshold_uncertainty_score":0.09632182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02623786775677388,"score_gpt":0.2819066446669197,"score_spread":0.2556687769101458,"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."}}