{"id":"W127515839","doi":"10.5751/es-02475-130214","title":"What Is the Vulnerability of a Food System to Global Environmental Change?","year":2008,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":288,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Environmental change; Environmental resource management; Food systems; Climate change; Vulnerability assessment; Food security; Environmental science; Geography; Environmental planning; Ecology; Computer science; Agriculture; Psychological resilience; Biology; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001564678,0.0000881383,0.0001419259,8.285846e-7,0.0003190475,0.00001369048,0.0001164021,0.0001328164,0.0001279407],"category_scores_gemma":[0.000007132306,0.00002622563,0.00009916419,0.0001038207,0.0001617041,0.000102319,0.00009851888,0.00007208778,0.00001130949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006030567,"about_ca_system_score_gemma":0.000002129808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003733881,"about_ca_topic_score_gemma":0.0002761279,"domain_scores_codex":[0.9993799,0.00006175018,0.0001084556,0.0001798901,0.00008758967,0.0001823646],"domain_scores_gemma":[0.9997182,0.0001005753,0.00004948142,0.00004516532,0.00001181224,0.00007477779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006233373,0.0005282573,0.8789162,0.00007500753,0.0001855586,0.000006997164,0.0405364,0.000001285492,0.03872028,0.0004664575,0.02768478,0.01281644],"study_design_scores_gemma":[0.00008015193,0.000320467,0.9825877,0.000006990266,0.000008457125,0.00004086262,0.01461759,0.00001002754,0.0003399547,0.00003120904,0.001887655,0.00006893383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922584,0.0004362779,8.759124e-8,0.006595111,0.0001548439,0.000294961,0.0001795604,0.00001885737,0.00006191485],"genre_scores_gemma":[0.9966422,0.00059488,0.00001215206,0.002532834,0.000135472,0.00002970192,0.00001321353,2.90935e-7,0.00003926526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1036715,"threshold_uncertainty_score":0.2453887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369729683136425,"score_gpt":0.2358372826281328,"score_spread":0.1988643143144903,"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."}}