{"id":"W7125463766","doi":"","title":"Pastoralism in the Sahel: Contexts, complexities and curatives : A case study from Niger","year":2025,"lang":"en","type":"other","venue":"Socio-Environmental Systems Modeling","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"Wageningen University and Research; Institut National de la Recherche Agronomique","keywords":"Livelihood; Pastoralism; Food security; Sustainability; Psychological resilience; Natural resource; Resilience (materials science); Natural resource management","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007077584,0.000853628,0.001124141,0.0003029558,0.0003901406,0.0002676662,0.0004459045,0.0004145152,0.0002959245],"category_scores_gemma":[0.0000111323,0.0006815473,0.0001540632,0.0001077021,0.0004185868,0.0001700235,0.0003281866,0.0007460326,0.0002489505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006782939,"about_ca_system_score_gemma":0.00004548728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09037805,"about_ca_topic_score_gemma":0.0008706696,"domain_scores_codex":[0.9952196,0.001617593,0.0008358055,0.001037175,0.0007615509,0.0005283016],"domain_scores_gemma":[0.998482,0.0002042517,0.0004312839,0.0007815503,0.0000061169,0.00009482479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002334407,0.004160649,0.424979,0.0009075084,0.004625169,0.01255895,0.4602362,0.008883047,0.0004509535,0.001258944,0.08064233,0.001063823],"study_design_scores_gemma":[0.001836692,0.00007296653,0.0002137447,0.0007629477,0.0002398634,0.0001900379,0.9839716,0.007319723,8.251173e-8,0.0001987645,0.004394808,0.0007987548],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310551,0.0368032,0.0008062185,0.00007414493,0.0006918233,0.006490704,0.005910485,0.0003452467,0.01782304],"genre_scores_gemma":[0.9690315,0.0001043403,0.0000503291,0.00007316914,0.0004073324,0.0005262359,0.0002439165,0.0007056816,0.02885754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5237354,"threshold_uncertainty_score":0.9995636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787306125107749,"score_gpt":0.2794568428558064,"score_spread":0.2415837816047289,"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."}}