{"id":"W2520670351","doi":"10.1016/j.eist.2016.09.001","title":"Exploring the governance and politics of transformations towards sustainability","year":2016,"lang":"en","type":"article","venue":"Environmental Innovation and Societal Transitions","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":869,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Sustainability; Transformative learning; Corporate governance; Politics; Sustainability science; Variety (cybernetics); Position (finance); Political science; Environmental ethics; Economic system; Sociology; Order (exchange); Social sustainability; Sustainable development; Adaptation (eye); Business; Economics; Management; Ecology; Computer science","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":[0.0002062004,0.00009677511,0.00009048246,0.00001121147,0.0003314981,0.00001166147,0.00006591566,0.00003180779,0.0003225488],"category_scores_gemma":[0.00002738569,0.00006462554,0.00003765121,0.0002079546,0.00101935,0.0006063132,0.00004082977,0.00006990658,0.000003980912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258597,"about_ca_system_score_gemma":0.000009777006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003497077,"about_ca_topic_score_gemma":0.00001252861,"domain_scores_codex":[0.9992067,0.00003364927,0.0002348965,0.000165555,0.0001924467,0.0001667873],"domain_scores_gemma":[0.9997139,0.00004996227,0.00006289439,0.0001303816,0.000008640929,0.00003423286],"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":[0.00008854221,0.001137315,0.04624395,0.0003887262,0.0001179374,0.000005086071,0.1515663,0.0001848497,0.1169462,0.4188246,0.000752905,0.2637436],"study_design_scores_gemma":[0.0007752205,0.0001069558,0.9313771,0.00002556632,0.00003198856,0.00001390124,0.02886462,0.0001088883,0.00595407,0.02363292,0.008854901,0.0002538788],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853494,0.00004149747,0.001412349,0.0121458,0.00002807631,0.0002207054,0.0001742804,0.00001373402,0.0006141978],"genre_scores_gemma":[0.9988388,0.000512653,0.000105974,0.0002109554,0.00001435578,0.00005410812,0.000007324414,0.000006166171,0.0002496917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8851331,"threshold_uncertainty_score":0.3755837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03870374318246837,"score_gpt":0.245817996982728,"score_spread":0.2071142538002597,"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."}}