{"id":"W2076569592","doi":"10.1016/j.jenvman.2012.02.005","title":"Climate variability and change or multiple stressors? Farmer perceptions regarding threats to livelihoods in Zimbabwe and Zambia","year":2012,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":115,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Midlands State University; Council for the Development of Social Science Research in Africa; International Development Research Centre","keywords":"Livelihood; Climate change; Stressor; Geography; Socioeconomics; Perception; Environmental planning; Environmental protection; Environmental resource management; Natural resource economics; Agriculture; Environmental science; Ecology; Economics; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001083055,0.0001963413,0.0002037115,0.0006738774,0.001562012,0.001228277,0.0002357525,0.0003605899,0.001539387],"category_scores_gemma":[0.002771847,0.0002206221,0.0001748387,0.0008087272,0.00129218,0.0009336602,0.001295975,0.0007832063,0.00006365626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001821773,"about_ca_system_score_gemma":0.001457593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1116335,"about_ca_topic_score_gemma":0.2463939,"domain_scores_codex":[0.9994757,0.0001570066,0.00002585542,0.00002614785,0.00005156028,0.0002638073],"domain_scores_gemma":[0.9988971,0.0002704519,0.0005405875,0.00001806213,0.00009233301,0.0001814295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001942957,0.00008624156,0.8138353,0.0001457276,0.00006084378,0.001202506,0.1673588,0.0001443754,0.00229066,0.001045217,0.0007455017,0.01289052],"study_design_scores_gemma":[0.000007462284,0.00007778214,0.8212151,0.0001035244,0.0000285039,0.0001267095,0.1762579,0.0001589424,0.0001091018,0.0001205413,0.001782583,0.00001174072],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985151,0.0001763618,0.00002380736,0.0005845508,0.0000038383,0.000006993059,0.00001667442,3.707663e-7,0.000672407],"genre_scores_gemma":[0.9996045,0.0001698697,0.00002321709,0.00005722683,0.000001780861,0.000006599283,0.000007766154,3.244116e-7,0.0001287394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1116335,"threshold_uncertainty_score":0.2219673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04608872024394879,"score_gpt":0.2601542613178273,"score_spread":0.2140655410738785,"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."}}