{"id":"W6902705147","doi":"10.7273/000002421","title":"Resilience of Food Farming in Rapidly Urbanizing Regions","year":2022,"lang":"en","type":"article","venue":"Washington State University","topic":"Urban Agriculture and Sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agroecology; Resilience (materials science); Diversity (politics); Metropolitan area; Food systems; Agricultural biodiversity; Crop diversity; Agriculture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003072043,0.00008020883,0.0001376289,0.00002928954,0.0003509325,0.000009756721,0.0003451579,0.00002533364,0.0001059771],"category_scores_gemma":[0.00003384849,0.00004052725,0.00007028694,0.0007658168,0.00005768344,0.0001593783,0.0002756206,0.000201394,8.620015e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001840671,"about_ca_system_score_gemma":0.00001890352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009724131,"about_ca_topic_score_gemma":0.002146042,"domain_scores_codex":[0.9990125,0.0001927654,0.0001313727,0.0002466348,0.0001952113,0.0002215751],"domain_scores_gemma":[0.9996088,0.0001347661,0.00009287609,0.00005891588,0.00005202969,0.00005263792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008569029,0.001559187,0.6107945,0.00008688772,0.00007639298,0.0003436415,0.02058915,0.003123233,0.2716055,0.02754664,0.009676866,0.05374119],"study_design_scores_gemma":[0.0007111078,0.001186347,0.6209736,0.00002370265,0.00002241368,0.00001154779,0.08229037,0.0001477763,0.003760909,0.003538135,0.2867739,0.0005600779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976919,0.00005899787,0.000008163171,0.0004640728,0.00003802272,0.0001384044,0.00005622825,0.00003441609,0.001509748],"genre_scores_gemma":[0.9986104,0.00001250946,0.00003389436,0.00004102489,0.000009474133,6.236678e-7,0.00001423608,4.070281e-7,0.001277481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770971,"threshold_uncertainty_score":0.2699125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194302336666325,"score_gpt":0.1734263742860894,"score_spread":0.1614833509194261,"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."}}