{"id":"W3173825008","doi":"10.4324/9781003021339-38","title":"Livelihood and vulnerability analysis","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Research Foundation","keywords":"Vulnerability (computing); Livelihood; Vulnerability assessment; Business; Geography; Computer science; Psychology; Computer security; Social psychology; Agriculture; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001224505,0.0005912444,0.0003338464,0.001871145,0.001602975,0.004020066,0.0008761107,0.0009821057,0.02846759],"category_scores_gemma":[0.001852553,0.0001849984,0.0003663876,0.002139271,0.002366584,0.002925035,0.001898677,0.001410438,0.004556853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003119024,"about_ca_system_score_gemma":0.002489767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004014074,"about_ca_topic_score_gemma":0.007948613,"domain_scores_codex":[0.9992855,0.0002631338,0.00002027066,0.00008450581,0.0002740347,0.0000726841],"domain_scores_gemma":[0.9994003,0.0003170694,0.0000340485,0.00003210445,0.000176997,0.00003942311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003732693,0.00001771435,0.0007250027,0.000167804,0.000008896189,0.0001765235,0.002904236,0.001178054,0.0001483635,0.824807,0.08584434,0.08401836],"study_design_scores_gemma":[7.915124e-7,0.000008265694,0.001111693,0.0004427163,0.000003888567,0.0002958194,0.003164355,0.0008557398,0.0001519707,0.2500217,0.7439325,0.00001062341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002866067,0.01004046,0.0342245,0.008199923,0.0005701561,0.000198545,0.0004462166,0.0001030713,0.9433511],"genre_scores_gemma":[0.1177967,0.03456486,0.05643735,0.003264078,0.0006081166,0.000543724,0.001287823,0.0002624466,0.7852349],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02846759,"threshold_uncertainty_score":0.09523362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0380541630081502,"score_gpt":0.2407434756274991,"score_spread":0.2026893126193489,"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."}}