{"id":"W4281554689","doi":"10.3389/fsufs.2022.870412","title":"Historical Construction of Local Food System Transformations in Lebanon: Implications for the Local Food System","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainable Food Systems","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Food systems; Geopolitics; Agriculture; Psychological resilience; Politics; Context (archaeology); Food security; Political science; Resilience (materials science); Economic system; Economic geography; Political economy; Economy; Development economics; Geography; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.000872914,0.0002511221,0.0005660327,0.0001079541,0.0007608584,0.00005749095,0.0005528851,0.0001616029,0.000003300869],"category_scores_gemma":[0.00001890522,0.0001096266,0.0001801187,0.00139933,0.00008522166,0.0001994861,0.0001000018,0.0002716926,6.490259e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004738472,"about_ca_system_score_gemma":0.0001111655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006972377,"about_ca_topic_score_gemma":0.0003898586,"domain_scores_codex":[0.9972944,0.0003046831,0.0009917117,0.0003918088,0.0003964326,0.0006209234],"domain_scores_gemma":[0.9989898,0.0001911724,0.0003297637,0.0001491523,0.0002428531,0.00009727793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000517584,0.0004863483,0.0506604,0.003825042,0.0004456842,0.00001287326,0.003210048,0.03330797,0.00006280755,0.8389897,0.04392371,0.02455783],"study_design_scores_gemma":[0.001614219,0.002626732,0.02381643,0.0002056565,0.00009805762,0.000226452,0.8179287,0.006477548,0.0001096104,0.001984671,0.144216,0.0006959803],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.687849,0.02132153,0.2624724,0.003164607,0.007338155,0.0142583,0.001206997,0.0004836452,0.001905281],"genre_scores_gemma":[0.9964454,0.00001416628,0.000206595,0.0000102297,0.0001206186,0.002798657,0.00008998898,0.00000433562,0.0003100774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.837005,"threshold_uncertainty_score":0.9990821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183104061348778,"score_gpt":0.1846841468912148,"score_spread":0.172853106277727,"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."}}