{"id":"W7114930568","doi":"10.5751/es-16624-300450","title":"Resilience and tipping points in social-ecological systems of the southwestern Amazon: a participatory systems analysis","year":2025,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incentive; Resilience (materials science); Tipping point (physics); Citizen journalism; Amazon rainforest; Psychological resilience; Diversification (marketing strategy); Legitimacy; Stakeholder","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01573334,0.0004403491,0.0004689928,0.002500238,0.004939084,0.004344459,0.001521598,0.000977823,0.001111032],"category_scores_gemma":[0.01381228,0.0003436954,0.0007383502,0.002399803,0.01160288,0.004570808,0.005727511,0.001135857,0.00004494497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006649801,"about_ca_system_score_gemma":0.005076871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.018713,"about_ca_topic_score_gemma":0.02997393,"domain_scores_codex":[0.987852,0.009869699,0.000204913,0.0009401369,0.0005301834,0.0006031483],"domain_scores_gemma":[0.9840081,0.01265679,0.001423134,0.0008880081,0.0006354787,0.0003886176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001663194,0.0003855462,0.1264425,0.0007953272,0.0002404591,0.001715437,0.6774435,0.0106606,0.002018098,0.1169765,0.0006815671,0.06247425],"study_design_scores_gemma":[0.00008738928,0.0003737725,0.09096013,0.0006808075,0.0002090526,0.0003971457,0.742946,0.03840128,0.001279813,0.1104094,0.01417157,0.00008362467],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678245,0.0003580508,0.0249835,0.00174499,0.00000927825,0.0005641217,0.0001325435,0.00001332858,0.004369733],"genre_scores_gemma":[0.9872711,0.0001259131,0.01208931,0.00003413176,0.000003088423,0.0002576355,0.00003526203,0.000003303122,0.0001801648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.018713,"threshold_uncertainty_score":0.08320689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683552985799926,"score_gpt":0.2311308965296586,"score_spread":0.2142953666716593,"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."}}