{"id":"W4386447541","doi":"10.1080/17565529.2023.2253773","title":"“Even the goats feel the heat:” gender, livestock rearing, rangeland cultivation, and climate change adaptation in Tunisia","year":2023,"lang":"en","type":"article","venue":"Climate and Development","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Consortium of International Agricultural Research Centers","keywords":"Rangeland; Livelihood; Livestock; Rangeland management; Scarcity; Context (archaeology); Climate change; Disadvantaged; Geography; Pastoralism; Socioeconomics; Agroforestry; Agriculture; Business; Natural resource economics; Economic growth; Economics; Forestry; Ecology; Environmental 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":[0.0005861778,0.0001173577,0.0001026184,0.00005003793,0.0004689999,0.00004885847,0.000106495,0.00004390608,0.00009123592],"category_scores_gemma":[0.00001489328,0.00007052408,0.00001134749,0.0002004871,0.00009165357,0.0001513302,0.0003412673,0.00007747876,0.0001591885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003728397,"about_ca_system_score_gemma":0.000006355584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001071403,"about_ca_topic_score_gemma":0.0008964063,"domain_scores_codex":[0.9990671,0.00006241666,0.0001857121,0.0002393166,0.0001334749,0.000311967],"domain_scores_gemma":[0.9997091,0.00007449208,0.0000441019,0.0001168359,0.000004556342,0.00005093236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005388097,0.00004555962,0.9277835,0.00006040345,0.00002242529,0.0000137347,0.02834366,0.0001792929,0.0001309693,0.001376114,0.003107314,0.03888314],"study_design_scores_gemma":[0.000386167,0.00002427255,0.9720778,0.00001526742,0.000006853961,0.000003940739,0.002043677,0.001257538,0.000007766232,0.0002479983,0.02382162,0.0001070732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935524,0.000152881,0.00003405652,0.001633681,0.00008505794,0.0006061274,0.000002370986,0.00004295179,0.003890411],"genre_scores_gemma":[0.9949976,0.003492471,0.0003111639,0.0005252039,0.00003429323,0.0003005246,0.00003665504,0.00001224256,0.0002898727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04429433,"threshold_uncertainty_score":0.3607216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05351812826244816,"score_gpt":0.2485205086477253,"score_spread":0.1950023803852771,"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."}}