{"id":"W3205900442","doi":"10.1007/s11625-021-01050-6","title":"On the discovery and enactment of positive socio-ecological tipping points: insights from energy systems interventions in Bangladesh and Indonesia","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Health Campus","funders":"Horizon 2020 Framework Programme","keywords":"Tipping point (physics); Causal loop diagram; Transformational leadership; Psychological intervention; Transformative learning; Sustainability; Ecological systems theory; Scenario planning; Leverage (statistics); Systems thinking; Norm (philosophy); Sociology; Normative; Environmental resource management; Business; Ecology; Political science; System dynamics; Public relations; Economics; Social psychology; Computer science; Psychology; Marketing; Engineering","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":[0.005814188,0.0003557176,0.00046509,0.001136579,0.003022071,0.003662433,0.001135615,0.00119329,0.004580851],"category_scores_gemma":[0.006704051,0.0002808341,0.0002559427,0.001433464,0.01153883,0.002816553,0.005222954,0.002151269,0.0003232808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007866838,"about_ca_system_score_gemma":0.004089058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00810359,"about_ca_topic_score_gemma":0.01864863,"domain_scores_codex":[0.9954229,0.003340541,0.0001405017,0.0002813518,0.0003556694,0.0004590185],"domain_scores_gemma":[0.9934355,0.004684836,0.0007623819,0.0003619758,0.0003626914,0.0003925581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003265413,0.001124216,0.04941247,0.001224009,0.00008225226,0.004394371,0.6061723,0.003550321,0.006785629,0.2123818,0.00160733,0.1129387],"study_design_scores_gemma":[0.00007990488,0.0005672541,0.07309096,0.0007628123,0.00008169819,0.0004103601,0.8085635,0.004873683,0.004596023,0.07264583,0.03425584,0.00007213231],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9012218,0.0003010712,0.009434152,0.003808784,0.00001729651,0.0003645387,0.0000970801,0.00003027914,0.08472506],"genre_scores_gemma":[0.99721,0.0001479647,0.001470097,0.0001076294,0.000001521017,0.00009007046,0.00001330885,0.000007738216,0.0009515533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00810359,"threshold_uncertainty_score":0.05707824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306794694031521,"score_gpt":0.2448059607655986,"score_spread":0.2317380138252834,"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."}}