{"id":"W4312186881","doi":"10.3389/fsufs.2022.969248","title":"Food security under compound shocks: Can Lebanon produce its own Mediterranean food basket?","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainable Food Systems","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"National Science Foundation","keywords":"Food security; Agriculture; Sustainability; Natural resource economics; Business; Food systems; Food prices; Food processing; Renewable energy; Production (economics); Environmental resource management; Economics; Agricultural economics; Geography; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001397064,0.0006436598,0.0009011187,0.0003770077,0.001283577,0.0001581541,0.001219764,0.000170666,0.0001827551],"category_scores_gemma":[0.00009243249,0.0006594292,0.000162425,0.001464308,0.0002994037,0.0005536327,0.001884828,0.0006543457,0.00001225094],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004618471,"about_ca_system_score_gemma":0.000150635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205138,"about_ca_topic_score_gemma":0.002090618,"domain_scores_codex":[0.993454,0.0009061274,0.0008647258,0.001386089,0.001536484,0.001852542],"domain_scores_gemma":[0.9982232,0.00007461439,0.0003537859,0.000978717,0.00007526604,0.0002944185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001421892,0.003022393,0.05328123,0.003036433,0.002110774,0.001100382,0.05450519,0.1290116,0.0005629287,0.06781052,0.6834007,0.0007359591],"study_design_scores_gemma":[0.005378637,0.01543596,0.00215305,0.0001623798,0.000208942,0.0002970327,0.4440226,0.007492967,0.002291033,0.08628811,0.4327859,0.00348337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8582427,0.01539817,0.001629728,0.003692473,0.01265801,0.006227648,0.000909568,0.0006788652,0.1005628],"genre_scores_gemma":[0.9903017,0.00001053078,0.0000930698,0.0001983456,0.0002844624,0.001151214,0.00006827038,0.0001118732,0.007780543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3895174,"threshold_uncertainty_score":0.9995857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483450712881705,"score_gpt":0.2031212332269691,"score_spread":0.188286726098152,"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."}}