{"id":"W2090978573","doi":"10.1016/j.jenvman.2006.07.010","title":"Analysis of livelihood security: A case study in the Kali-Khola watershed of Nepal","year":2006,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":107,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Livelihood; Agriculture; Agricultural productivity; Business; Watershed; Food security; Watershed management; Diversification (marketing strategy); Geography; Agroforestry; Agricultural economics; Economics; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008049004,0.0002848124,0.0002799792,0.001445002,0.002758352,0.001829406,0.001138106,0.0011311,0.003338165],"category_scores_gemma":[0.002328918,0.0001984137,0.0003942821,0.002364949,0.001548687,0.001069212,0.001634952,0.0007560393,0.0001703017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003165517,"about_ca_system_score_gemma":0.001897261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04693553,"about_ca_topic_score_gemma":0.1070055,"domain_scores_codex":[0.9994,0.0002621837,0.0000195267,0.00004570557,0.00008189632,0.0001907396],"domain_scores_gemma":[0.9985739,0.0009297479,0.000136707,0.00007158692,0.0001537163,0.0001343948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006923753,0.001900851,0.650394,0.0006067719,0.0004022595,0.06857944,0.1148826,0.02399466,0.006811982,0.0270462,0.002617948,0.1020709],"study_design_scores_gemma":[0.00006452957,0.0008074488,0.5477609,0.0002460838,0.0002474381,0.008239053,0.3610802,0.04947456,0.004747406,0.01116703,0.01606134,0.0001040034],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958776,0.00004313274,0.0004478789,0.0002368237,0.000001265915,0.00003481299,0.00009220801,0.000006331392,0.003259911],"genre_scores_gemma":[0.9984519,0.00008174922,0.0005713776,0.0000199762,0.000001345637,0.00001624095,0.00006231965,0.000003414038,0.0007916559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04693553,"threshold_uncertainty_score":0.09332466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005985054307453479,"score_gpt":0.1964622206375001,"score_spread":0.1904771663300466,"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."}}