{"id":"W2322322570","doi":"10.5751/es-04198-160301","title":"Rebuilding Resilience in the Sahel: Regreening in the Maradi and Zinder Regions of Niger","year":2011,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":266,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Geography; Ecology; Psychological resilience; Agroforestry; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008156756,0.000053298,0.00008352977,0.000004322368,0.0002018354,0.000009612682,0.0001735548,0.00009673337,0.00003225333],"category_scores_gemma":[0.00002664116,0.00001306597,0.00002853529,0.000230921,0.0001933446,0.00005601512,0.0000507841,0.0002026546,9.154738e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005509192,"about_ca_system_score_gemma":0.000005114694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002015983,"about_ca_topic_score_gemma":0.001373822,"domain_scores_codex":[0.9993622,0.0001559053,0.0001077094,0.0001280508,0.00007988927,0.0001662509],"domain_scores_gemma":[0.9995669,0.0003457468,0.00003051712,0.00002910851,0.0000127292,0.0000150696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001252514,0.0000580681,0.9586319,0.000006812547,0.000007877802,0.000008797204,0.02349529,2.823648e-7,0.002049286,0.004586008,0.007444881,0.003698275],"study_design_scores_gemma":[0.00005666516,0.0000596235,0.9830019,0.000007931185,0.000001815982,0.00001288483,0.01414338,0.000005020196,0.00003447387,0.001961267,0.0006762785,0.00003874813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920556,0.0002012404,7.481972e-7,0.005899184,0.00001306308,0.0001264775,5.973647e-7,0.000003103538,0.001699965],"genre_scores_gemma":[0.9984889,0.0005785218,0.00008762872,0.0006289193,0.0000207578,0.00001183743,0.000001824517,1.824503e-7,0.0001814237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02437002,"threshold_uncertainty_score":0.1552375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03562346172494809,"score_gpt":0.2429611368676539,"score_spread":0.2073376751427058,"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."}}