{"id":"W7028159126","doi":"","title":"Dynamics of Rural-Urban Food Systems in Southern Africa","year":2022,"lang":"en","type":"dissertation","venue":"UA Campus Repository (The University of Arizona)","topic":"German Social Sciences and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Geological Survey; Queen's University; National Science Foundation","keywords":"Population; Food security; Urbanization; Ectotherm; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005080706,0.0001378639,0.0003427107,0.0001763112,0.001305791,0.00002112397,0.000915918,0.0002377193,0.000134848],"category_scores_gemma":[0.00002256111,0.0001498197,0.000215549,0.0004534639,0.0006436858,0.00009306361,0.00006482676,0.0003318678,0.000005715965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007940422,"about_ca_system_score_gemma":0.0007026758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05114889,"about_ca_topic_score_gemma":0.05979343,"domain_scores_codex":[0.9981265,0.0003911323,0.0002416276,0.0002020042,0.0007863171,0.0002523903],"domain_scores_gemma":[0.9987375,0.0001059983,0.0006818459,0.0002471203,0.0001535056,0.00007400336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001192218,0.0001524459,0.003694552,0.0001773686,0.0001035634,0.00002651776,0.9608788,0.0002304525,0.0002947677,0.02998994,0.003394385,0.0009379567],"study_design_scores_gemma":[0.0001683756,0.0001109206,0.001874504,0.00007872753,0.00007842379,7.031548e-7,0.9238759,0.00007575199,0.000003030026,0.0002479398,0.07328676,0.0001990051],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6679834,0.001576843,0.000005577259,0.0001365686,0.002275871,0.0004957583,0.00007487302,0.00003960436,0.3274116],"genre_scores_gemma":[0.8929336,0.00005217809,0.000009087593,0.000001942763,0.00008095318,0.000001111708,0.00005865782,0.00001057528,0.1068519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2249503,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006742152266536189,"score_gpt":0.2004866751721733,"score_spread":0.1937445229056372,"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."}}