{"id":"W2301426998","doi":"10.5751/es-03389-150331","title":"The Cross-scale Interplay between Social and Biophysical Context and the Vulnerability of Irrigation-dependent Societies: Archaeology's Long-term Perspective","year":2010,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Vulnerability (computing); Perspective (graphical); Term (time); Context (archaeology); Scale (ratio); Social vulnerability; Geography; Ecology; Environmental ethics; Environmental resource management; Sociology; Archaeology; Psychological resilience; Environmental science; Biology; Psychology; Social psychology; Cartography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001962958,0.0002765365,0.0003663289,0.002318156,0.002047126,0.004234001,0.0005234805,0.001052947,0.0016002],"category_scores_gemma":[0.00385068,0.0002916163,0.000233464,0.002518534,0.008321352,0.006769552,0.00436865,0.001236241,0.0001001207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001980828,"about_ca_system_score_gemma":0.001135314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007266023,"about_ca_topic_score_gemma":0.0243826,"domain_scores_codex":[0.9993308,0.0003300136,0.00003113713,0.0000878014,0.0001027863,0.0001175455],"domain_scores_gemma":[0.9967359,0.001409054,0.000852263,0.0002964729,0.0004392933,0.0002669907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002560065,0.0002320499,0.4281385,0.0008537414,0.0007157887,0.002984045,0.1124499,0.006951245,0.005592505,0.1923548,0.00504225,0.2444292],"study_design_scores_gemma":[0.000007579347,0.0002276749,0.6488345,0.0007723473,0.0002340041,0.001893503,0.1341241,0.002571772,0.001206483,0.1554377,0.05451291,0.0001772934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262197,0.02523804,0.00374294,0.01735594,0.00009372948,0.00001412392,0.0002413619,0.00001947618,0.02707469],"genre_scores_gemma":[0.995739,0.003314429,0.0004446415,0.0001651929,0.00003242373,0.000004465823,0.00001710945,0.000003139421,0.0002796413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007266023,"threshold_uncertainty_score":0.01444745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008005769318033547,"score_gpt":0.2628218940329348,"score_spread":0.2548161247149012,"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."}}